📸 Video models just changed forever (Kling’s 5-Day Sprint)

Is Google’s new $250/mo model worth it? Plus: How to edit anything inside a video.  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌

December 07, 2025   |   [Read Online](https://link.mail.beehiiv.com/ss/c/u001.pzC5UOkfA8-Pjzat4JPpe6bJF8FuypUXN51v-89MFzL84BiQ5P991JbqQvGwNjDLq9eOuAXV5u7N4G0mJLknKC-dRrJr7xx9Sv5pP8xOAvZi6t_BPoq3TRyYvmGUwE0fcWGRy2sPVPP8ZVfM9Rm0t1Raj83Xl5VreqD1BEF4Cja4m_ivMr-yMcQUp1OUr5_Z-C6TEwZCJgPO7GlLZP4qUNzaS0vYrRGXNU3-L4-RrK90I93Ur5uip8s75oNiUjPfgIvLeBU3RF7RXRXp9_so4XC1X4YL7ZpXFO8w6uYYAays1Ejb1C_Xuxdzn2haufEH_l8i2LtZ9mLGeGPvLUPKMD-XZViYya4MnP9yRWBchY50Z3VhtS9zyLJ7

📸 Video models just changed forever (Kling’s 5-Day Sprint)

## Uncovering AI

### Key Highlights
- The video model landscape has changed with Kling's 5-day sprint, introducing "edit anything" capabilities.
- Amazon took over Las Vegas for re:Invent, focusing on enterprise AI solutions, including Frontier Agents and AI Factory.
- Google rolled out Gemini 3 DeepThink, its smartest reasoning model, but access is currently gated behind a pricey "Ultra" plan.
- AI SaaS founders can now get millions of impressions done for them through uncovernews.co, a platform specializing in influencer marketing campaigns for AI SaaS products.

### Detailed Points
- Kling AI's 5-day sprint has led to significant updates, including Kling 01 & Image 01, which enables editing almost anything within a video or image using text prompts, and Kling Video 2.6, which introduces native audio capabilities.
- Runway teased its new model, Gen 4.5, potentially outperforming current models, and Apple demoed StarFlow V, a "normalizing flow-based" generator.
- Amazon's re:Invent conference highlighted the company's push into enterprise AI, with the unveiling of Frontier Agents (including Developer, Security, and DevOps Agents), Trainium 3 (an AI chip for efficient training), and AI Factory (allowing companies to run dedicated AI infrastructure on-premise).
- Google's Gemini 3 DeepThink model excels in coding and reasoning tasks but is only accessible through the expensive "Ultra" plan. Workspace Studio allows for no-code agent building within Google Workspace.
- A new trend involves generating "Sim City"-style weather reports using AI, offering a visually appealing way to share local weather conditions on social media.
- Other notable updates include Mistral releasing the Mistral 3 family of open-source models, DeepSeek's Version 3.2 and 3.2 Special, rumors about OpenAI's next big model (potentially GPT-4.5 or 5), and Amazon's plan to integrate ads into ChatGPT.

### Important Links
- **Read Online**: https://link.mail.beehiiv.com/ss/c/u001.pzC5UOkfA8-Pjzat4JPpe6bJF8FuypUXN51v-89MFzL84BiQ5P991JbqQvGwNjDLq9eOuAXV5u7N4G0mJLknKC-dRrJr7xx9Sv5pP8xOAvZi6t_BPoq3TRyYvmGUwE0fcWGRy2sPVPP8ZVfM9Rm0t1Raj83Xl5VreqD1BEF4Cja4m_ivMr-yMcQUp1OUr5_Z-C6TEwZCJgPO7GlLZP4qUNzaS0vYrRGXNU3-L4-RrK90I93Ur5uip8s75oNiUjPfgIvLeBU3RF7RXRXp9_so4XC1X4YL7ZpXFO8w6uYYAays1Ejb1C_Xuxdzn2haufEH_l8i2LtZ9mLGeGPvLUPKMD-XZViYya4MnP9yRWBchY50Z3VhtS9zyLJ7fl3SmiTXSObstSWSYWTqUqUmEzrdxqrr-B0Z-8dzD49__slbLRdv2SMaxNV7hfM50NtgZ4pJ12ChWUlrqP45bMK3eVq4AxZWYGIwi5IFKeGKbhFBQ_bzPrIfPpbrr3TOTcbjZOE1z1nQhCPcXmsuh1t9T3tiLFOQNS1wPgn4gXZSE5igmdeY9aPjXUcJ2rWu4szv9mlAVLZgx0JFd_Eg3o6mQgRcDRXrAvlTsK_00FAOgLlU2athv9wril2CALqtFRwXLZFOdLLNp7mmPf8_HUkQK9f75fizAfE6fJ3mGgH4TPjSd66XGpetVFqMk2xw_fJE0kQCETUapJuvU6770t-pN8jStMlMhbYQtjYch0f9IXTJ7Tj21NGf3gC_WPVistOBiB3cdVp5I4cu6Z_ii4lgKutw6KxxTbLNbHvm1cgnoM7cY1Yg5NuvQW5jrVEziJVxGPzsdfvm_Tv2lcNG2lqDWOOI_voXsH9BlNHCRVXWPz7vmFcuzis3Vq_tVkQwL6t6AHgj1dGmJDrYFMTqqBSCt_rrYg/4m8/q-Klk3XQQTSG877DmN3auw/h0/h001.wltQ2-MezDSBDWbB-i9H1cVUrBLIMlUE1oO0aEPCCGQ
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👉 Read the full Claude Opus 4.5 announcement on Anthropic’s blog

🚀Best AI Coding Model

\+ Build AI agents with zero effort, See the open-weight model everyone is talking about, and OpenAI just hit code red.  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌

December 07, 2025   |   [Read Online](https://link.mail.beehiiv.com/ss/c/u001.SyoqRdX83BMUBVElZUuBmCnkD2GlPOZkT90peyMeo4nX0SSq5iUyyTpf15r7cIh2LzM-zfjlwpxmPAtK9O2JfRo9bh2Z99mNQ-Ate_94zn42dkNX_zmkeSXCrXxg2olg_l3oJMnt7pnl5fP4ujZmxm4l4_JCI-ky9jC8pj61sorhebZyc63NKbMcFuOhW2B4nUCT1IgQ0maBKHAYFtyglPQgdgleiOvsGG_mddPCKS7kqa0x1f7yCZbSQzrKxlUKQpO9FM62aIQ97C9FHcwCA3IBAO8lvhs6wFc0zX3Ce-tuv0OyRVBQ_3d-6nFQG7X6ao8CAEC-AyxLURTs4gPj0M4oQdhV5PVy5pp9MVeaohzF6XltqyiaUsaf

🚀Best AI Coding Model

## AI Innovations Hub Newsletter

### Key Highlights
- Anthropic announced Claude Opus 4.5, a significant upgrade to their AI coding model, focusing on reliability and structure rather than speed.
- Google introduced Workspace Studio, allowing users to build AI agents within Gmail, Drive, and Docs without coding.
- DeepSeek released DeepSeek-V3.2, an open-weight reasoning and coding model delivering near-frontier performance.
- OpenAI is reportedly in "code red" mode, focusing on improving ChatGPT's quality due to rising competition.

### Detailed Points
- **Anthropic's Claude Opus 4.5**: This new model is designed for complex tasks with intent, coherence, and understanding of code, closer to what an engineer would do. It offers better reasoning in stressful scenarios, handles messy prompts with clarity, and can tackle long projects. Key features include multi-hour engineering tasks, stronger planning and architecture, high scores on SWE-style reasoning and coding evaluations, and the ability to drive long-running agents that stay on track. The model is available in various sizes and can be run locally or in the cloud, with a commercial-use license and no platform lock-in.
- **Google Workspace Studio**: This tool enables anyone to build AI agents across Google apps (Gmail, Drive, Docs, Sheets, Chat) using simple natural language. It automates workflows, allowing agents to read emails, scan documents, organize files, update Sheets, and trigger actions. Powered by Gemini, it's designed for accessibility and ease of use, making automation available to everyone.
- **DeepSeek-V3.2**: This open-weight model offers frontier-level reasoning and coding capabilities at an open-source cost. It features sparse-attention architecture for cheaper and faster inference, supports long documents and math, and can be downloaded and run locally. It's suitable for coding, debugging, algorithmic reasoning, and powering tool-using agents and automation workflows.
- **OpenAI's Code Red**: OpenAI is refocusing on improving ChatGPT's core quality due to competition from models like Google's Gemini 3 and open-weight systems. This entails accelerating upgrades to ChatGPT's reasoning, memory, and responsiveness, potentially pausing non-essential projects.

### Tools and Resources
- **Kling AI**: Turns text into cinematic videos with AI "directors" that build scenes, motion, and visual storytelling.
- **MagicPath AI**: Generates full brands, landing pages, or online courses from a single prompt, including UI, decks, and launch-ready assets.
- **n8n**: Offers no-code automations that scale, connecting 500+ apps to automate workflows and backend logic.
- **MindStudio**: Allows launching AI agents or assistants without coding, using a drag-and-drop builder powered by OpenAI, Claude, or Gemini.
- **ElevenLabs**: Provides AI voices for cloning, narration, or dialogue generation in 30+ languages, useful for creators, devs, and those needing pro-grade AI voices.

### Guides and Courses
- **GPT-5 Prompting Guide**: Teaches how to write better instructions and get reliable outputs from GPT-5.
- **OpenAI's AI Academy**: Offers free lessons on prompt engineering, large language models, and more, with no signup required.
- **Harvard's AI Courses**: Covers foundations of AI, machine learning, and more from a top university.
- **Google Cloud’s AI Training**: Provides AI, machine learning, and LLM training from Google experts.
- **Microsoft’s AI & Tech Courses**: Offers step-by-step AI and machine learning training from Microsoft.
- **NVIDIA’s AI Courses**: Accesses expert-led courses on AI, deep learning, and accelerated computing.

### Important Links
- **Read Online**: https://link.mail.beehiiv.com/ss/c/u001.SyoqRdX83BMUBVElZUuBmCnkD2GlPOZkT90peyMeo4nX0SSq5iUyyTpf15r7cIh2LzM-zfjlwpxmPAtK9O2JfRo9bh2Z99mNQ-Ate_94zn42dkNX_zmkeSXCrXxg2olg_l3oJMnt7pnl5fP4ujZmxm4l4_JCI-ky9jC8pj61sorhebZyc63NKbMcFuOhW2B4nUCT1IgQ0maBKHAYFtyglPQgdgleiOvsGG_mddPCKS7kqa0x1f7yCZbSQzrKxlUKQpO9FM62aIQ97C9FHcwCA3IBAO8lvhs6wFc0zX3Ce-tuv0OyRVBQ_3d-6nFQG7X6ao8CAEC-AyxLURTs4gPj0M4oQdhV5PVy5pp9MVeaohzF6XltqyiaUsafiC02Jei9g1Umty7iW6Cp2E8ffCW-J7zxQuTf7f43XKjkKnEc3jbZP5dWKNvLdJoP-ZujYLIDLdPz0UteAOZ04kfq-OH899EGsKAgaSC0jRiPN_fZzuH94FRcrehHxaC6wKVVPgDikUw7HGJ06n2fXzdd-GfjYgNOR8_BtUMYchSAziIRH0fn7VRere3vBix8QDryR3PSc06Oj9lMuhjoCqfA7eMiRcitakDy5iixWH9-bo2ds4aRK8HhkuW5w3cPORztyeTsOpQrE5Us6VRYbu-Dk_d6gA-yuFU8tvnVqPSLGv_Zz5SSRbb2_ZSVUgVfsVYmwU7Of9GWSJhXTEX-m5d61dk3eexYteXYPbBd5e6UdAO14ncHPXiDBd0BVbgDsuAvcMyBRirxpmlC32U05jlzi-uZ_9rzHjYcnasjagoASHDy7mcPjI_a_2nu0errgyTgoZIuGmusO7OupFnuKBG-Pk2nzw/4m8/ihioH_ceRuWlVPtKxGD7bQ/h0/h001.4DdAn53MtNmSe-lX3RwrAwDJUxZtPL1n5oiUM8PwfPQ
- **Kling AI**: https://link.mail.beehiiv.com/ss/c/u001.EVRiH1vU9pSrICjvvM7enrHh5D9hUzQ0d9ABFDSNHfK61bbW_yUrcbl1GK8mCSKHKPiVxghOWQfI9u8TyPL7lPI7Rr84OjZr3eiuv8b8sJHY4m19vcOWdEcrrlHr8ONywRTWXbs8yg95tHdG974SwRR6-NbR8r59iwEdK8xYBfmXxMq8LhHmeHA_Q6yk6oQCy5WvYjMhn1OrBelI6Rad7lDNa_ndjFNVlB2DnEv7r_bVMuicCcTnBW1mAILsCM-C/4m8/ihioH_ceRuWlVPtKxGD7bQ/h7/h001.W1XJyIoS5oMmXtJkhrpOjoEQ5GoPjHaQJJHhDgmnlno
- **MagicPath AI**: https://link.mail.beehiiv.com/ss/c/u001.danRJfCF4HcqyJaN02Vt5f9_8eHTedXVk-0RmltQzDL1isO1ak3M_iYZInD29jKjIP1xusYbLYNv2My40IU5aNTYxelkwOpYl5JmmrtDr4G3xAHZ6TIvrxfjCaZEQd2ozIlYSqCHlmGf-LdEWLE7jJI0biums-i7RUYeMh-nzPpBN6gcteRpN_XojHNSxDabp8FVS-lJQJypyKmvn0qmjgaoPj7M3McxajoC-BLl0t0OVQdALAqnQsiBL8NZTzN7/4m8/ihioH_ceRuWlVPtKxGD7bQ/h8/h001.6Sh5ep_Yb_kCwWUSItOppRwx9IAw6GFkQmnr_O2oYUk
- **n8n**: https://link.mail.beehiiv.com/ss/c/u001.4mWPXN29Z9E3uqzf_P9iINdbEzshQdtzLc309PBeMca0Q1kbuDMjv6i7hKcF_5VB7EtVNjS_0E1LSKv1Mt41thKv7F1WYv1ys2NqqeWSX55dqRFBrUSm733Xr55RTehvSU2rg0vShV1rbT-4_tE-4WmBsRYQjnE63Vase1YHLlGk8uw_kpqcki6D1yB48mggI_iDrFd9-gcMxY4927ouIM4OX-6pbZT83IpJs141iU4/4m8/ihioH_ceRuWlVPtKxGD7bQ/h9/h001.JUqrRL4asfCcs4oUDZVEN-Ea43M9KPnIKeSLGpd2EMQ
- **MindStudio**: https://link.mail.beehiiv.com/ss/c/u001.QSx1cjyZwe47XmvPST03UcvXTPU4I249kloUEVyBFUQap5EzQFdbK2RDYCkCSrKxjO2gXlmYlOP6GiH_BmKsNjVCbfRDDnrutUaCdJU5CmJVNHCMUYrCdp-3FX84-ZnGqB-E_N9f-NtizzyeBFd8z5FF7y_S1BFxL8tsxpRL9lRts1LzNGcNy41ARhsZbdztAzFd_lqknmaYnbQImp7o8q9uABIBPmCe8G_R9eQuHyZxKnsqcLgWhoMQCOsHA9QS/4m8/ihioH_ceRuWlVPtKxGD7bQ/h10/h001.mZpKZWfngZciTfJXwqzPUsEqx8ZK_OJtqiQ7Zq8f1h8
- **ElevenLabs**: https://link.mail.beehiiv.com/ss/c/u001.5MxH7J-s4I8lCGKlWnUMDumrAmz_dWT3YlmAXpeOLyhHqjtDthzC4w4tW-vLKbBIx4RXiWLr1qmLVBDLgjNitZ0P7L7H4-afWoHAYkpoGMICvp5ANWLtBfua_kIkgo6g9TuRPy9cIKh3viGoJtWwfXsHRGYZY8e0RbmyqvTrYoxM_b5KUXSCpBju--zM5yYAWDB4tFx2cCfhmAjmKwl0mBMz2sXIJ0wkMZugPvO1n4l3kvVK2TW89jMaoqZV4klu/4m8/ihioH_ceRuWlVPtKxGD7bQ/h11/h001.NC4rH-j12J1FtA2ziyJDIKJO7tu2a2U57c0vx-Z6uzY
- **200+ AI-Powered Income Ideas**: https://link.mail.beehiiv.com/ss/c/u001.sO2EBMGuW6CQLfj18pDIKzfThfxeEurm2se916KUXc5YRfpcnsEzR8RTnB3hI8j71HU5jRAaelRuxLIZpsi5EvF6oE7Jv-p7mERvl_3-JJ1lc3Rp27kAJi55ce7pB3ThlP-HCrowbNeDOqg-oZOD2RGu5YyY5l9lG9aRvFjHAe3PqDXg4AjruwEy3ltiuw0O1-Z_YeIol6JRofaUXae-vkv9izKSnSjzKzYh6PXimDIS0s1yzA1DZHz2UGheP7ZEosok4Q9-ZzwjmFCtzxYjeif3QvaCqnsrWqfZKt8AQ0mzm15G-2hCrMRCT3yHg_7GS72vQpOM36-d8y4xHJ2-KMCl3P1uyY8jRks8TVEbeyRfGW4-LtBCwbQCm6HoGrbBF8SfSQsZ4_jpelfN8Zud_CWcCoRw99kbPwwdhoH6Dxjzk0YF0MiDJFrKrkQVWB9DrQCn_ffvJqz3WWz7jg6_cts1m05_XjZ3NT0M1bHUej2IiS-xw_2lIF7y_fYJQCSHrzOid9qjbsA4cCk5-lfNAQ/4m8/ihioH_ceRuWlVPtKxGD7bQ/h13/h001.nhvUow4kglpwsgV_me7dW4EFQj6sooj5tJDMYoMQvQE
- **Get Your Guide**: https://link.mail.beehiiv.com/ss/c/u001.sO2EBMGuW6CQLfj18pDIKzfThfxeEurm2se916KUXc5YRfpcnsEzR8RTnB3hI8j71HU5jRAaelRuxLIZpsi5EvF6oE7Jv-p7mERvl_3-JJ1lc3Rp27kAJi55ce7pB3ThlP-HCrowbNeDOqg-oZOD2RGu5YyY5l9lG9aRvFjHAe3PqDXg4AjruwEy3ltiuw0O1-Z_YeIol6JRofaUXae-vkv9izKSnSjzKzYh6PXimDIS0s1yzA1DZHz2UGheP7ZEosok4Q9-ZzwjmFCtzxYjeif3QvaCqnsrWqfZKt8AQ0mzm15G-2hCrMRCT3yHg_7GS72vQpOM36-d8y4xHJ2-KMCl3P1uyY8jRks8TVEbeyRfGW4-LtBCwbQCm6HoGrbBF8SfSQsZ4_jpelfN8Zud_CWcCoRw99kbPwwdhoH6Dxjzk0YF0MiDJFrKrkQVWB9DrQCn_ffvJqz3WWz7jg6_cmIWxW4_7VReKxi9czaGuYftoxfHa_lvto7QM8vpcQt8WeyJ3lM1Yv_Ovjrv1vpDHg/4m8/ihioH_ceRuWlVPtKxGD7bQ/h14/h001.QQ__RU4KXuf8mXpgKkJz7ONvW2s37JcrbRFCCbOcHrQ
- **Claude Opus 4.5**: https://link.mail.beehiiv.com/ss/c/u001.danRJfCF4HcqyJaN02Vt5a8SOYtLE6Sar09WeXQINtDEh148XFkcH0sd44jGpOkOO1kcYDuaFAGG_rMPIDrRb7fjvLQ0dNmNKEkCTrDGvV5PwGYXZCGvhOhokuzx0Il_iaGxjnqR821syFzWsXe33GLYdgYXvuQqbLEyadhXjr93sgbhVOKqrrn5cr0tlHDa69jThCFYx36w3y15fvi-bf7DfI0xAjpB8UTasETkK7RbP-I_u6H_GCqcTqkTIhRj4M9HLoDlafszX-iAL4-sKw/4m8/ihioH_ceRuWlVPtKxGD7bQ/h17/h001.DxcZ6beYKK_KYIuF8157vwHCB0b3WtkoV80phkcsPcs
- **👉 Read the full Claude Opus 4.5 announcement on Anthropic’s blog**: https://link.mail.beehiiv.com/ss/c/u001.danRJfCF4HcqyJaN02Vt5a8SOYtLE6Sar09WeXQINtDEh148XFkcH0sd44jGpOkOO1kcYDuaFAGG_rMPIDrRb7fjvLQ0dNmNKEkCTrDGvV5PwGYXZCGvhOhokuzx0Il_iaGxjnqR821syFzWsXe33GLYdgYXvuQqbLEyadhXjr93sgbhVOKqrrn5cr0tlHDafa6GK9IkedAsyAkaf0zbPcCkZcI-MdnT1u24i_1tIFFijXhWVLgEwHQhlmO4nBsICauLIskB0ZEWXLQbFOlVGQ/4m8/ihioH_ceRuWlVPtKxGD7bQ/h18/h001.1EAkM6Y64Gx2mG0bi8bFelV_rrDNjeYL0OsexIDjjr8

COSMIC: A Galaxy Cluster-Finding Algorithm Using Machine Learning   

Astronomers have been cataloging the universe for centuries. First by hand, then by film, and now with optical detector arrays. Why? Because the first step to understanding the cosmos is counting and classifying what’s in it. But cataloging isn’t as easy as it might sound. As telescopes grow more sensitive, they’re able to see more of the universe and collect more data. And as the data gets bigger, making sense of all of it gets harder. The sheer number of individual light sources turns cataloging from a counting problem, into a massive pattern-recognition problem.

![](https://journalclub.io/px/kLJrlRnwDgdfBD9XnxQPJP6Fn0folfxu51AWVeKjQmuGPWfpdp)

COSMIC: A Galaxy Cluster-Finding Algorithm Using Machine Learning

JournalClub.io, December 7th 2025  
  

[![Thumbnail of today's episode.](https://cdn.filestackcontent.com/au9QifWHTAiwkvwevmjh)](https://journalclub.io/episodes/cosmic-a-galaxy-cluster-finding-algorithm-usi

COSMIC: A Galaxy Cluster-Finding Algorithm Using Machine Learning

## JournalClub.io Newsletter

### Key Highlights
- COSMIC: A new galaxy cluster-finding algorithm using machine learning has been proposed, offering a more efficient and accurate way to detect galaxy clusters.
- The algorithm combines two stages: identifying the most massive central galaxies and estimating the richness of their surrounding systems.
- COSMIC has been trained on the WHL galaxy cluster catalog and has shown impressive results in terms of completeness and purity.

### Detailed Points
- Astronomers have been cataloging the universe for centuries, but as telescopes become more sensitive, the sheer amount of data collected makes it harder to make sense of it all.
- Galaxy clusters are the largest gravitationally bound structures in the universe, and counting them is crucial to understanding the cosmos.
- Traditional algorithms for detecting galaxy clusters often rely on hand-crafted rules and can be limited in their ability to detect faint or high-redshift systems.
- COSMIC uses a combination of XGBoost and a modified ResNet-34 to identify galaxy clusters, allowing it to learn patterns from the data itself.
- The algorithm was trained on over 150,000 clusters from the WHL galaxy cluster catalog and has shown high accuracy in detecting known clusters and discovering new ones.
- The key takeaway is that COSMIC represents a shift in how we define and detect structure, allowing it to push past the limitations of older algorithms.
- The authors provide their complete codebase and several appendices covering aspects of the implementation details, network architectures, and performance comparisons.

### Important Links
- **Watch or Listen to the Episode**: https://journalclub.io/episodes/cosmic-a-galaxy-cluster-finding-algorithm-using-machine-learning?token=424o7wEKsuPReoq4HLxXG59OdVZ4G9YLKcOq3CdNjeNTgC2wy8 (link to the full video or audio episode discussing COSMIC)
- **Read the Original Paper**: https://journalclub.io/track/fMfyS6Ef095KGJFUoTx5gjp2VWGdSrtosy6FSwJelkeBDMP09r (link to the original paper proposing COSMIC)
- **JournalClub.io Website**: https://journalclub.io (link to the JournalClub.io website for more information on the newsletter and episodes)
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🦾 AI Turns Speech Into Reality

MIT's reality builder, ChatGPT kills ads, people search, rocket AI, and more...  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌

December 07, 2025   |   [Read Online](https://link.mail.beehiiv.com/ss/c/u001.YVtwEONifAodwtyRJ4fK9EF0aTtXoffYj_Syhgk1RmDd9jbqbJitp6Ju93tvT5k0Sn-D4IPwCZum01rpd1rjJBhtP68RDrQj5QS-F7jRBgKOsNdk2YrfOmvAedQjhY8qniSNj9-K-mlgdLfgs0hdgTp9Ld26krOLiaNVhBzWykxpKkuXFCy8i6kkF3-jIwzh0xF0Ftqr7pXnR3zUQV1KOZoY6Y7mATE5ngWr0owoc_EkT0nz4h_RzyWLyw2CCNvdrxr-9ZgLuzcNvAcSH2pwv2cmmhnIkkWSrL6eSG0EpjWqLg5STKegbaqc1wTiiG2NM9oHqZOFVWzMO_gDfAyv_RgAIGn03n_00T6xyE76J6AVr3cn2MJXtjPwiKTlUKAYUKeSELItZYuTyNtDfPNwsrb

🦾 AI Turns Speech Into Reality

## TAAFT Newsletter

### Key Highlights
- AI Turns Speech Into Reality: MIT's reality builder and other AI developments are changing the game.
- ChatGPT Drops Ad Suggestions: OpenAI removes "ad-like" app suggestions after user feedback.
- Meta Pays Publishers for News Content: Licensing deals with CNN, Fox News, USA Today, and others for AI chatbot content.
- AI Redesigns Rocket Engines: Reinforcement learning outperforms human intuition in nuclear engine design.

### Detailed Points
- **MIT's Reality Builder**: Turns voice commands into physical objects within minutes, assembling modular furniture using robotics.
- **ChatGPT Update**: Removes "ad-like" suggestions after user pushback, focusing on quality over monetization.
- **Meta's Licensing Deals**: Partners with major news publishers to provide real news content for its AI chatbot.
- **Rocket Engine Design**: AI-designed engines show promise for deep space exploration with improved performance.
- **Poems Trick AI**: Certain poems can trick AI into ignoring safety rules, highlighting potential vulnerabilities.
- **AI Tools and Products**:
  - Telex: WordPress's AI tool for building integrations and widgets.
  - Lessie AI: A people search AI agent for finding verified clients, talent, influencers, and partners.
  - Ideashell: Captures voice notes and turns them into organized drafts.
  - Base44: Allows describing an app, and AI builds it.
  - Sensay, SaveDay, BeatViz, AI Infographic Generator, Lazy.so, Yutori, Synexa: Various AI tools for tasks like knowledge preservation, content organization, music video generation, and more.
- **AI Finds and Open Source Projects**:
  - Khoj: A self-hostable, private AI for answering questions from the web or personal docs.
  - LibreChat: A platform for mixing and matching AI models for customizable chat experiences.
  - Second Me: A prototype for building a personal AI that preserves context and defends interests.

### Important Links
- **Read Online**: https://link.mail.beehiiv.com/ss/c/u001.YVtwEONifAodwtyRJ4fK9EF0aTtXoffYj_Syhgk1RmDd9jbqbJitp6Ju93tvT5k0Sn-D4IPwCZum01rpd1rjJBhtP68RDrQj5QS-F7jRBgKOsNdk2YrfOmvAedQjhY8qniSNj9-K-mlgdLfgs0hdgTp9Ld26krOLiaNVhBzWykxpKkuXFCy8i6kkF3-jIwzh0xF0Ftqr7pXnR3zUQV1KOZoY6Y7mATE5ngWr0owoc_EkT0nz4h_RzyWLyw2CCNvdrxr-9ZgLuzcNvAcSH2pwv2cmmhnIkkWSrL6eSG0EpjWqLg5STKegbaqc1wTiiG2NM9oHqZOFVWzMO_gDfAyv_RgAIGn03n_00T6xyE76J6AVr3cn2MJXtjPwiKTlUKAYUKeSELItZYuTyNtDfPNwsrbnXxVqayk7rAe28EJxGj_mVmXwpBd114RRU7suwafSc3S7aTaWFBycWwJGftxIxoqjXhdPCp3tlJwgHUhgZ6aDoKX_n8SJYJu_sCBqlc-U34rpo8P1gyKz1MuzUg5NtDJg7bwkE9nHmg__wMYTudf9g6vmn1ubqoV3pEKE9bY6SEowLzL3bGeYf4Xk8uUqSyo4UvJ3KuqI3rPqhW3x74WHZnHzo7-OEICDINuEPtZVACzo5u3ivxt-EAV9tEYjL71owG-1ZYDTGohjqgV5vo-zpdWVj7c1zg62-7T9Np7JoZO6x87OGnrznyT6xMpS63JgpN3QfhtzrreUycp0fLEACImZM7yOPPlI0CSh4bgdwE-3YF1T2EQTRZhVD6IVZqM0_lxrN_e-Y9iaHIgqCePseEiCHWCkBjEcTSuKOdRY6djSXAZO0UUqd27npyMEy67JVjYIezf723JxNIlCHcGSv8tR_JA-EdQl6pCW0FKu/4m9/anZU93rGSMmvCH4EXE5C5g/h0/h001.MvsFA82xEAiQZSsLRQc8HuaYFq7QBx-KbNCZPQWrGlk
- **WordPress Goes Full Vibe-Code**: https://link.mail.beehiiv.com/ss/c/u001.os0wY4i5pjGIM0Qbp25e7rMoviV65-al5K_jhRN5GwsZKudM_wyLX8rz7fpVuC-WP8DUeSkK7NJM7veRYts-4KryYdJtnb4sUGkQVF-yD593W2m9li5xu9p_GoYcdM-cCYKymC4abZeyWOFD-9JLG796oCS5Ae8Re71iQszAj7oBrpoGGQhwBZOX-8ceSbt-OYPIZPBSV47xFR-0cBh44q1Sc1GkQhM2WdIXNhe5qeG2qeCjk07Ks0W_xbh7T3ZoX-z4hYbw_6O5XVRwDueY5w/4m9/anZU93rGSMmvCH4EXE5C5g/h3/h001.SEeyS6dZOhb5bTgLmoCrzO0f5dSYhq5DUKqhG5axspo
- **AI Gets a Press Pass (for a Price)**: https://link.mail.beehiiv.com/ss/c/u001.1xuMCs6apZHbsVFvKd7PXE0tuSOIyt52575hm1MrxFh2h461R6iERV7EjHHGzuRl1oZa7jrkvA4yS-UfJppru29lrbf3mUlVAM7xmtJsbPXtIMWF8AsI6LszR_YjeRVHqxlf9A5ETMZBURVRFggI9VAJiWFfBquX3XFch2J0tObU_2-uU9MQZV1f842yb71Fh7WrS4O2Qy2pw1j1kzwks4lJNd17AwVXpcTkf4Lmc4Z2Pp_JPa1upn9Rs76OVdqGeMI888e5QqBxM1_aXRuZVsJzowzyoHosAclplyoxFlf2W9Pojl_naVp_7CKWP8cXGEqLvRJ-kqUp90MzNjNANA/4m9/anZU93rGSMmvCH4EXE5C5g/h4/h001.QYL16W1qsHFBr9h-GW83vhBKgQYsgj1aT_8MzyHh6FE
- **OpenAI Kills “Ad-Like” Suggestions**: https://link.mail.beehiiv.com/ss/c/u001.H5jDR56sdlam3JCMbBSbw8V00sJxE5b1ei-a1Z9ji4ao1IN7WEsREHGZ3nWsJjylRaI8u8iyjPiufzmML9_ZFa3pXnLg5jo2AMBTtm_IWvm-z9ehoSZzodt8yZ8drV1nARgHVcOIMxX-oZeh-Re6PuX_rt2wP4edQOD-tfFWpLBA1DyGhGxvTepm-dML7FaEmhdAQOXsIh5P7tScx17IxEuJtkWHeBN-0VY--XfrJY_akcDsh2LfacC0TCY2VoQHyenH-0iZQ3CagoH08TSUoidu4IbwjjUIngGmdujiA-U/4m9/anZU93rGSMmvCH4EXE5C5g/h5/h001.hdup22kDKP2HmOL5ZiB_00d3Uvp0JbbS-PoHCmBlZtU
- **Describe Any App**: https://link.mail.beehiiv.com/ss/c/u001.RUBZ4nmpws8F7fbywsQK-p-M_znmOMfXNfBehBtbgYSNYdLfhj2Ll24DjeYrNyw-zoi0em4dmeajbaHRKwnhr4xpxN2tYuagfdeHBn_T3C87Yw-7JPctyW-x9vLNfrm70GMsyyVxK5TUNkJoL19pQKmydR1wGEoWrTKDzRdNbbYwNIhcsJzYciQnNDSgSmRvyYuR1CE4szi75Z3RAZ0vDJVwYCLitNd9EPyfv8deRfiHpTiyrBouq1mFrP0szJ16/4m9/anZU93rGSMmvCH4EXE5C5g/h8/h001.HuZAjxj1LMRXYFH41ZYvPSb7E3gQEPkii9eLcZavIuo
- **Sensay**: https://link.mail.beehiiv.com/ss/c/u001.RUBZ4nmpws8F7fbywsQK-vSoib11XgwQD4g8sd-z9N0qE_Tn8rH2YJz8hthtPYTXkWSxMFJYDZsYAmykNOHfSK4AbTZL6QolKP_m6OUXwGeyy5tauZupvqanR6xN-litq-kzJSkbNPCL8TYeEDF1T4qpuQYJ4BGS24CdxCYDB0b0vJvCJmdMYaqQrKLeA2ZrKZFOP3AluIjmUH7vcz9d9uzjGCy-K2EO8JT2TqE4tMmuzkCS5vlj-4OfyZe8f8JC/4m9/anZU93rGSMmvCH4EXE5C5g/h9/h001.V1q2th8EKm5JsNI1FeBwrLaf3_0GstxKb0lFYQjx6SU
- **SaveDay**: https://link.mail.beehiiv.com/ss/c/u001.RUBZ4nmpws8F7fbywsQK-ue7adV5rzNLOq1c_YknSKxS3IkrGN2Ie516BL-_RHzekGmZLipL9EHJqqDS9Aa9cPCmfRwUT_OzCbcsVIlLPFWTS4zs_Q3pzBBcicPSWxDDdNqsKTO__FhwwzOPedJ-_2753_qulHY9-5KsvO5QsXsZ9v0CIor006j4dkYEWOPko4hXrSTNiQILXgxR9pvHhxIEZk8LhHzT6Y1qbpx1zRs2B4SsCL-brl4T5rQaIziv/4m9/anZU93rGSMmvCH4EXE5C5g/h10/h001.IUjLj4oO7S9t-hRQhJBS9n-WN5x23_Dhd-uK-0pAOSs
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How Lyft Rebuilt its Iconic Dashboard Emblem and its entire IoT Platform along with it?

Engineering Manager Algo Communication Products Ltd.

The total bookings a listing receives in a year

How Airbnb Measures the Lifetime Value of a Listing

Airbnb’s LTV framework shows which listings drive value, supports hosts, and adapts to market changes for smarter, data-driven decisions.  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌

December 08, 2025   |   [Read Online](https://elinkade.hw-mail.glich.co/ss/c/u001.oo1OKvJJLUMQEpEGxXjgTGLn25832Ov2jw1_s7gIr-fXSv8mhF9_6n37irwvmLDcthiUmZW_Lkejmn1XyaX6UOPOzJ9F75quAYZikC8aAZsp_Te3xgTERLJkl7ng-bphJo-QZ1582DUULB592cjhYTNCUxGpeuJeq_jij1Rwai3kYKp-lshcC71MpsD3JWHHCFNBk0fA6pdmx3A8XBtF99-YB98dYXu9BvlwL7pcSQ1bHwUyAraYj6tUT4q_XhLFg0Bw1-n-YwKQMmp-m7lbjgA7rvFYWJxiGeq7jEpt9TZkEsRgHlMrZSx9uwy4iGAmoGdGr

How Airbnb Measures the Lifetime Value of a Listing

## Hello, World!

### Key Highlights
- Airbnb measures the lifetime value of a listing using a framework that estimates how many bookings a listing will generate over a certain period and whether those bookings truly add value to the platform.
- The framework includes three types of lifetime value (LTV): Baseline LTV, Incremental LTV, and Marketing-Induced Incremental LTV.
- Airbnb faces challenges in measuring LTV, including accurately predicting baseline LTV, measuring incrementality, and handling uncertainty.

### Detailed Points
- Airbnb's LTV framework is crucial for understanding which listings drive value, supporting hosts, and making data-driven decisions.
- **Baseline LTV** represents the expected number of bookings over the next 365 days, calculated using a machine learning model that takes into account listing features such as location, price, amenities, and host experience.
- **Incremental LTV** measures the additional bookings generated that wouldn't have occurred without the listing, taking into account cannibalization of bookings from other listings.
- **Marketing-Induced Incremental LTV** measures the impact of Airbnb's internal efforts, such as marketing campaigns, on booking increases.
- To address challenges, Airbnb has improved its baseline LTV model by incorporating granular geographic data, human-labeled signals, and adopting LightGBM, a modeling technique that handles high-cardinality features well.
- Airbnb also uses a production function model to estimate incrementality, which examines the relationship between supply and demand in specific market segments.
- The company continuously updates its LTV estimates to account for changes in the market and ensure accuracy.

### Important Links
- **Read Online**: https://elinkade.hw-mail.glich.co/ss/c/u001.oo1OKvJJLUMQEpEGxXjgTGLn25832Ov2jw1_s7gIr-fXSv8mhF9_6n37irwvmLDcthiUmZW_Lkejmn1XyaX6UOPOzJ9F75quAYZikC8aAZsp_Te3xgTERLJkl7ng-bphJo-QZ1582DUULB592cjhYTNCUxGpeuJeq_jij1Rwai3kYKp-lshcC71MpsD3JWHHCFNBk0fA6pdmx3A8XBtF99-YB98dYXu9BvlwL7pcSQ1bHwUyAraYj6tUT4q_XhLFg0Bw1-n-YwKQMmp-m7lbjgA7rvFYWJxiGeq7jEpt9TZkEsRgHlMrZSx9uwy4iGAmoGdGrpJPJeVfORxAtTEgoqOWVT-HFraMV40EY49ez9WRRGytRR2OcVzOtejl6t9UrewEPkF1gekwawVauOf2uxf6GgZnfTwFraWLCvwbPqI1IJOULjTruoWNYdsIsCn8yBPGT88LqM4d4o-yPAvKN6wtLifJmknUX7tvnMXQYsNPpZPEPDyZt2hfZQvlKta5blnQ7U2l3Z59lzLCXna7fI5f-yekkJBHGP9S1Igu3fpsusa0vcSd5rPM1lqNPaYMdyrK-MB97gpCIPn1sGo1CDWdkTjpIILP8hgpwhaUudGC5cC7bZ-BFBHakvDYMRF52fYd5gVIZxxdIIF1Ifl0hoRYLsMQoL1omCFWix5Ut0oiJBYgGdP5U-Qqak71jOPDDxai1-dvZM93gom-fKuznxBX7LBvYAP8wrSOjA5vu5oY9OV7Y-Gi2PFg_8AlvK_-iVMPMHi0xU5-3Pa7CctEa2e-daUxRtOV6J45VvenYGBLnnuov1U9Oidjru1htlgPRyiUkqvwAQ6es5pNengSoIl70ni3QC6u3HBLeWlGHejIxZbpEuMIwemQNI-vcnHx/4m9/0r-c2SpyRZCqH7c0hQf1zA/h0/h001.E3WaHIybHbeGGVz_-bkcg9LWojOwj2bEcGtq3eTHSWQ (Access the full article online)
- **Hello World**: https://elinkade.hw-mail.glich.co/ss/c/u001.oo1OKvJJLUMQEpEGxXjgTLedhx6dRnmvkZCOvN53kB6-mEyat_hNl049PoQu9Mxi8bxquiDNwmKXs_k2mgpWKWdeS0apKxPeXeP4HFTC7AAXDk44SyK1jwXtdvgEojwVuMxAxemIt6RE23ah0RS5ud1AKTN_m-AgAmbh5iiRfpNGmLGL5pIC7CwkWiyQm88-nP5cYURCboFiiYHOihrwy-x4ZhTBgncadtLNvbGt8FYTKCrhLvwQGT30jNrJ8mLMO7Au_e1fUZknRvnO6lsNQsYTZ4s4MLknXLb5c99ms8wwq-vT9g0ZVzUKgwRMFjd_gdPQl4pAkQTZZ6IPBsGkI6RG3fHEd23_csA1HiR9vAeXTxTfRwJtSOeBp3zHArLL_WS9SEcRgPQ5TrcUVnUIDt50WyFmIEPpCEl7UBMJCOLHrdL5GLWVABQ4-3n_8C7BI_K88SbJW70o2CLVPjg7PAEXVke0TIcYVd84Zu039yTOsREo3rcu5fp2RdzlduTp90uUtA825zLS-32yFWZ3RdK9kzC1f_mLBDC8Lhz0PMC3qX9FrV9ZqbE74qPzY2xFkSHSsOo-gDy-UV3n6OhXb2eh6IrQ4lpfk4hnhPVsptTtaOZORRfjhnUNH-17W0syt_RXfXNY4n39mnDieL-6qQubCKDleEaNei0NXMut_InWxcoDMtdMU6miPlPxNcGcMcJXpeRYr2nup7OYNQCKFE6KlsX4wJEEvPQBDs3N5qAeSPdIdaIJ-OaHSJbD6ppvWnXfrCIAGLwjBjqUD61lJucR3ZfbSfDyY3lmW3gCDt0rdfY_0fkTsNuzra1m3XXF/4m9/0r-c2SpyRZCqH7c0hQf1zA/h9/h001.bm84_9fog-u5wfAIkJPYbG19ZoVpVJoblwrLPIDGLeo (Visit the Hello World website)
- **The Code**: https://elinkade.hw-mail.glich.co/ss/c/u001.SqlYLTwbTKq-jNRn6XRicVtQG4Hw3ntmXWy3pePTodRSC4ePjbvDsqCQjC8jqrMv-cjnoFKMy8eIEIleyvWNuEvyPY_bvNk7_7fCQlk3bzW2zGXTLD1JQ-ivrm-VBbIaH7QXHFG3DY1iJj_N4sAOYBV1hBJYs1wvlRYBO6SAUWP7bjmsfMBZF8qFhZAhmv1i2NGWWKNczJmoBwCz4QvlHT9vndirIYVozW8c92jYp_WemfBOXXnKIOaCCu3SOpBEyj_W_iiYxBvpqj9mVAi8nlsQ87i61Z8pIeTPMFr5Hr2OiGJhzU7_SoAtAydir-MgoNg_pvks9o1tgEIMPYTOuOIblnljmSZV8U7P-G0PNdDl4YlefN2nsucFUtX2-dXcQn9o5DP1fkHCcRsQ500dmVtk4mq45xD0ZqpkeA1PuZZ57bmJD1TXPy_gB6h80ghbej840LiAxASPCqBDM9jW0WrOZfnSpu2LPS7C482J1jDLGfzK5-Sg0KAKYCUoKY7-u854W3oVWNFixH7o6fB_LMYaa23dVTTx0kn38wMP6gvk2nCTKA1tlfrvd-tyYl4kN-ak7YR8d1CbghbxcOVFRA3HJSmTruHC4oOS-_noAL0cqUWrvg0HH8nvEYQiiyXx/4m9/0r-c2SpyRZCqH7c0hQf1zA/h12/h001.SRH8w6_6yyB2hrLHn3oi2G_uxSYNAGuB-cJkynGSTco (Learn more about The Code)
- **Join 100K+ engineers**: https://elinkade.hw-mail.glich.co/ss/c/u001.SqlYLTwbTKq-jNRn6XRicVtQG4Hw3ntmXWy3pePTodRSC4ePjbvDsqCQjC8jqrMv-cjnoFKMy8eIEIleyvWNuEvyPY_bvNk7_7fCQlk3bzW2zGXTLD1JQ-ivrm-VBbIaH7QXHFG3DY1iJj_N4sAOYBV1hBJYs1wvlRYBO6SAUWP7bjmsfMBZF8qFhZAhmv1i2NGWWKNczJmoBwCz4QvlHT9vndirIYVozW8c92jYp_WemfBOXXnKIOaCCu3SOpBEyj_W_iiYxBvpqj9mVAi8nlsQ87i61Z8pIeTPMFr5Hr2OiGJhzU7_SoAtAydir-MgoNg_pvks9o1tgEIMPYTOuOIblnljmSZV8U7P-G0PNdDl4YlefN2nsucFUtX2-dXcQn9o5DP1fkHCcRsQ500dmVtk4mq45xD0ZqpkeA1PuZZ57bmJD1TXPy_gB6h80ghbej840LiAxASPCqBDM9jW0WrOZfnSpu2LPS7C482J1jDLGfzK5-Sg0KAKYCUoKY7-u854W3oVWNFixH7o6fB_LMYaa23dVTTx0kn38wMP6gvk2nCTKA1tlfrvd-tyYl4kMOCoEhpiwQvvf0cOwL4V4jwHjzop9h_HkknzhjInrhVdtsKkIwVgKY7OpG2f3mhK/4m9/0r-c2SpyRZCqH7c0hQf1zA/h13/h001.L1OvdLwAJR353FqjReMCecIGQvca7HX0-6YoDJpExNE (Join the community of engineers)
- **Software Developer S&P Global**: https://elinkade.hw-mail.glich.co/ss/c/u001.oo1OKvJJLUMQEpEGxXjgTKxhxQ5S4j3VkdKeJJ7jtmt2AjD8wJ6ZmiI0PIgUnslxkLWc1m1Xf8Tm2YvM4IOfdfgBnUd417Y0S4EizA5KLvuwwDOrEiHF95M-jastXM9GaKDv-SW1VTNcmLz-mJRGsE01NLnsWrVT16HuTBFFCaQZXzjjMePhzw9jHUINBS9TgivULDwvRSVZ9o0-NWBlPd2EBanio_JWIfvjvu7i2NM8tnzMttpjM-KQnIkLjIylVg4czCqXYobjUPHhE8ii4B7idBipq7dHGeTPeiDYF1q9GpnxDWqOIfbyOxBamSrx76VTsJ4TVZ9PuC8KAvfk44KZQMAMr1N-jVcfEQhgwrq1MBPXq9fE--80u5kGgnAr_bSpBAAXJIkQkYQFTFWkTqbdYV4Wd59qebNFrqIjazOFQA80UO6MJdALO_ps8Br7onn3GLHjN_-h_c2pq2lBpgFLvNHMJKCmje8LSES3kJPWmM6Kn11hPsgLhOjNtPlgk8fKQo4lPIJ-Z0W9dHVRDCSDpX0bxbjo5OCUa-QByKTsWI5GKhNKFo-ddXCDs7aOi_sb_n9I60R1yQRuOVkInfT8e73lco44oTUYANtMTRuw_nGCtdk8xQqklNqQ4S0PVnCm-EYFQ4E2361vk2-BkETYvE9qn4euEjua1ZB7A0ZmZHA7tmrhTrTNbTidAUgKTicdthUq6rP4Mn7NPHH83aoK4YUlVZQwv0npiqvTL8FV45Fpeb7fluO8Cu4_-tdVRZs5VHjpuKWhwZW5ExJOtknaQkYCx1VHegqmUHS9PuKhBifOLcsp9g9sjlf-dpXivzGWdUdu8OJI30-E9CjNn83XpR7rPiQjauawsBc4JwOl1_BWKIgb4moRlJu8sAYu/4m9/0r-c2SpyRZCqH7c0hQf1zA/h14/h001.2wIOGMVgfRFWju2JowCuXG1teuyKF8k9_tGhRgY9b0I (Apply for the Software Developer position at S&P Global)
- **Principal Software Engineer Microsoft**: https://elinkade.hw-mail.glich.co/ss/c/u001.oo1OKvJJLUMQEpEGxXjgTKxhxQ5S4j3VkdKeJJ7jtmsNAD48BvjaTQtYs4gDoqC3Vt0X4x-bfeCSNQAIQkVGlZDKeWMy9jmsv5gWnjwW9PGl_6TjqsD0MZt5Uso8ULrb4T91qR0tS06r0GPDe502DEDQLDp3YfF1tugmzd_w-u41cabp-ganugrgtGaxEqUAAuGAzbfFhPjDvfoOeGIF2N3KdLUuV_0JFVj8v7PYPOg4_fzam4OkrO6Hi9aTW0PXiGFii3DGvdl2dlN9UL-j1u9gIhsotPjQfZpj4XCMqfaW8kR8IWQozMENqi61hHB7UmK17UPXGdLWACGryh7am3IQpIX4_n6F1uiLCfFXrftJyVgkknDWEv1ZMg2SylyiuIWHkV-FpZgdrgVfkX3xg1T7HNM6CXdhdArShSAsn5Nuv8CiaWRrluu84ZtkV3gelj0LX3zmPTblep8dDtrx7fyT9K7E-z07jYQiXHG4zcvC_WcPGzywz4cnb2ZFUaQXlmq5vW0-p2NcByOCBi8t1c-VgL8mplCZLZFHb1WS706cclyIks6_mWExHhropIx5c79nbgP022cO0UYJuyEUo5USCIEXqFRV_mQ0pREqzaqvws2iLCrGSUlt6Or5twQenQunzqA7XU3FrfBN-C3Rb-jN89Jda_xyoujtPt6AI9JxxGzORjkPF72RSE4ntIWcFCUKK2nKkVvnqwBgBa3AcH7_dfO4fhjsZXgJ1Hl5e9XUwGIOVMLQfkAmXkSvrEZd73FljwrDWLVznFN-jJwf4fayNX8Qi1pp-diPw3gdoWaYTTGG7U79fcsH3wR47Si_2y_nHowqaRDaQLhu_ei3NumKScSaaxbwHRcOuVcAFWHmFRorqoH9Nzlg1KVnE8_vbjBbxSg3pJfVDhLJjswzDw/4m9/0r-c2SpyRZCqH7c0hQf1zA/h15/h001.M4mGa_rr55oe8Pj1rrhNA1_lcm2_vDyyTiliVCF08fw (Apply for the Principal Software Engineer position at Microsoft)
- **Engineering Manager Algo Communication Products Ltd.**: https://elinkade.hw-mail.glich.co/ss/c/u001.oo1OKvJJLUMQEpEGxXjgTKxhxQ5S4j3VkdKeJJ7jtmt2AjD8wJ6ZmiI0PIgUnslx2q9JUEK5L7ygfySqZoUuNlwP_90uC7QQO5tZuszuD4T1ss2VmY5DWceTRaONxiEQ6RJuUTJmVuYhEV_yssDDQX55Ci8-Fse5rbgIYH6dgreDjPAuA2E41MczRMxBZoF_-nwfaSm10LW-NKKriS_iwqXPXSiYqw517e-Rfy4WSdk7ddsL-fxp8IJKc_I6fzSuGTbAiXDsU4vZ10ZIN-Yq-jCmPwxysTKXPRLaYvoY9Hnmlft7LPJGgwDz40boVGYniGRk9Z7mHdavaCCW_w5iRjaaSBTUsTfMQm79gKt7jqX9q6kg44aK19LoOarB4DmkeIlXXFhj7BQvxLs1nOYj0lKlkiEJQkuJc1KrkD6DxbNx3-ZO6poVM-rcTyYt9S55u9GfjasCgdxJ7G4PhtCdnEsviphie5GtgY_FA42tMuCY9m26e-UPwYJjeVqD1nxcyYtNvkGqUtu_676u_31jAHe0pj-muK04dX9Bt9U3cR3hrMMKS_clV16uIUsLL0Qk-lXOd3rXEAXLz_uH1sCTeEWv6S2zYsy2wi2MXVZAF8bx9jz0YNx2LVK3d83TgJD2_E_PGv3w9qHNdl1V7HFzoPfLlLWoCw6ITpHtHVVeeeAFGhHxytzwIWI0eq2n3dcdtKImo2Q3bmHmjRE67b63p9A3PSwCMEhmpZcQaWjQ4rhLOP0Em7R3wFgKfI4cX-V-hoCgN0ZANgGOKmTf2WiN-RBJh8PPXZm-PAMbsXeO9jnaOysSmd30pSvWJbhhu8CFxDjIrDiuY1Wu8O6fUKiTcdC-2J5qcbDUtzdN1WMAs2Hregq6jsO6SXblw6ym_pKiqHJylDBUwIlOtkhlNSou85qPuL1YVkz3Zwmd3AZzsrU/4m9/0r-c2SpyRZCqH7c0hQf1zA/h16/h001.j5xWbc7sPkaC_r94jduJihup4LaudIDXu9ezof_5eac (Apply for the Engineering Manager position at Algo Communication Products Ltd.)
- **Software Engineer Apple**: https://elinkade.hw-mail.glich.co/ss/c/u001.oo1OKvJJLUMQEpEGxXjgTKxhxQ5S4j3VkdKeJJ7jtmt2AjD8wJ6ZmiI0PIgUnslxpCCOwejKaosqvI1y2W9XnNCIsHlFKGcaJAu5rkGoiG7hlgv8pqQKEJalOoreGOgfJp-o8TYxV6Tl1PXx1Qs4FQDotsB8lChd_D2WTz1n130J3cO6B7pqiKxaoZeCdhApZ_NmUWtPTjuXpcmgg7o25YumEyRBluK3NZXY6UBpdgJFsfeHdFzmhjeG-WQjTcKxAL6-2hJr6rhWuYEG2ZxClKIYp1pD_KCh3__RwgGFiYWWbUmo56fkCzuihLY--YMdzeeBbimt3tnPCswTnNluuzC2ce_rB9Lc2W5KqGB0bBlNmPpxme38A-bMk_DvynHMglHjF_veqN1JcnxeWc0wkMTgrt0nSwrnRbyzw895LK3xjLORhZUIzx_UFoDFgimULPagWnl9J3-F5n1s0QYoaHfWpGGKzu9H1Zrc-XhAj9MBOcdlV3pnIrMgpd1oNVfPeMDzlp-elqyDWW8glkwJ3wXzgcRnekllBu1ZfG_3s-sxvNLLsqaTPdDhaeeWr0Baj-1sG02roPfon3DSucJ_CMRf2fz_WC5wFONREu3Uu_siKYAZu9e0ptuOIBTvx4ovjmaWYBgeQw_IkR_cxSJNTNQIi_RE4veyTQLdFeOR-d1I1yUY1zFK9NZOIQQcMGCYXaZdGCcZ4qWJNmwfbIFGIalAAyKyuF0McFNKSjhbCybXldV9iRiMAHOSDpK54pLHNJi8uEpRjotcZq0RtRiGszaLsfUycx8wfB9xX5ANnxA6YF6I6hqyiNCi99xqZ1YuCu1YX1CntFQWHZy2-gVAtPo4XmfK2iwXCEzQG5x-eLciksjA3qrY394BPuskhb8g/4m9/0r-c2SpyRZCqH7c0hQf1zA/h17/h001.vNDrhEW8VEnOXGKYjUkWMJ9FWrPVcRNqoKbPcFJYAlk (Apply for the Software Engineer position at Apple)

   

![group image](https://assets.skool.com/f/b51c57150c70495899bf4bc8aaee8166/071e29ca1eec4c4c851bf1e4f705e1d13fd7d1ff1ce9450da0a8e5d902736755)

AI Automation Society

[![skool logo](https://assets.skool.com/skool/3824c26a881e434fb0710f1c257ef501.png)](https://link.skool.com/ls/click?upn=u001.wK6x93jhdVos-2F3TofGJCJqYIach7-2FtMhH3n-2Fh9qG9l0GnWL4PQOS-2FZ5VkS4LpRuxx2f4G5pcYUeNv-2FGLDcJun-2BPoFfFlTdw-2FC-2FYMahsCCuJ5RylOPB-2B6gNR6alz4zSFng-2Bot-2Fn3ff7fndlTH63P50XuuGxmo-2BAPMYktUDA2KN4gDSVYTLxo6ZktjrhR0cPtG-2FIZKEF6KioYiyLPIAS8QYw-3D-3DAbAY_dhmFokmJdYhJ7cOq2uAxQbs-2FJ9rdv-2B8XUdt4bEaaXnETGAW5pCoxqmB9U4HcUgw2jEsWClLRMUYZZ8KYTITMXFOtEvaLlgr7G-2BG3g9xg-2F7DUUQL0UA7qAVx2PWxk42qNOO9ncK06Ie-2F8V1v5tJIfjQVcwIL3Vsy8RR4qI5XdxqBn5DK1oDJVCg898cJMDnM5Rr6Cq8d-2BzoMrxwe2gPeHZP4CdERIzqMm7AGxyE4dByVvf-2F-2Fhue1xkpfE7jqn4oDuBO-2FGEm9PMjmAbHBrAEEruRQEYQRHCQIL9pW0-2FbNFYdB8wMMolvtgo0ha-2Bym9rQglgjbsr9hyWTsHlnFIfCi1rtLo1LoAsA9xZYzC6KF0SGaaPXx1R2yqYKugBvh45on3YFSgVeXToF2bfPfz1D6fL0dRYb0X4AbzbRsySkm7I-2BdRn

Nate Herk posted "LAST day to claim this huge discount: AI Agency course"

## AI Automation Society

### Key Highlights
- Last day to claim a huge discount on the AI Agency course, normally valued at $799, as a free bonus for AI Automation Society Plus members.
- The discounted offer is only available until midnight tonight, after which the bonus will be gone.
- The AI Agency course provides proven scripts for client sales calls, step-by-step tactics for landing first clients, trust-building strategies, and pricing strategies.

### Detailed Points
- Nate Herk, the admin, has posted about the last chance to get the One Person AI Agency course as a free bonus.
- This course is usually only available for members on the $799/year plan, but it is being offered as a bonus for $94/month members for a limited time.
- The course includes:
  * Proven scripts for client sales calls
  * Step-by-step tactics for landing first clients
  * How to build trust even if you're just starting out
  * Pricing strategies that helped Nate Herk reach 7 figures
- The AI Automation Society Plus membership costs $94/month, and members can upgrade to an annual plan later to save money.
- A sneak peek into the course is attached to the post for interested members.
- The offer is only valid until midnight tonight, and after that, the $799 course will go back to being annual-only, and the bonus will be gone.

### Important Links
- **View Post**: [Link to the original post by Nate Herk](https://link.skool.com/ls/click?upn=u001.wK6x93jhdVos-2F3TofGJCJiV0Exb-2FxIwYWvb9fivXsA0S6tWSRfpfwtIdwNi6YGOo4f6IM3ZXB9xI5l0l-2FrZpbSnoi-2BgqxZZs1HRa1hPrT0bdMeYbXfQfHeSrXlxzqGGjOiB252cI1FHUPUsQ8nzCrEt1QsZ8pdE3v4wo4tC-2BIealuffylDCK9ZhPKTBE5eBdu-2BJTDnTtTsDm7ye1HtwXpQ-3D-3Dkjf8_dhmFokmJdYhJ7cOq2uAxQbs-2FJ9rdv-2B8XUdt4bEaaXnETGAW5pCoxqmB9U4HcUgw2jEsWClLRMUYZZ8KYTITMXFOtEvaLlgr7G-2BG3g9xg-2F7DUUQL0UA7qAVx2PWxk42qNOO9ncK06Ie-2F8V1v5tJIfjQVcwIL3Vsy8RR4qI5XdxqBn5DK1oDJVCg898cJMDnM5Rr6Cq8d-2BzoMrxwe2gPeHZP4CdERIzqMm7AGxyE4dByVvf-2F-2Fhue1xkpfE7jqn4oDuBO-2FGEm9PMjmAbHBrAEEruRQEYQRHCQIL9pW0-2FbNFYdB8wMMolvtgo0ha-2Bym9rQglgjbsr9hyWTsHlnFIfCi1rr8kTQ4YgXcH6mcR95PX7DZMbplQUFoqxC2hohD56dLw5eEV364wuNJjCV6dLoqmEWCwKfitlikBuibWm-2BR5tvFzX2XGj-2BTSzAFuyNkhwL9PNPYnuYPBkQA5At0SKdKhC7ZLPcbNgEQI3cRPGorkNB9lUPGECDq6ju7ffgZbTcqi): To view the original post and get more information about the AI Agency course.
- **Claim Your Bonus**: [Link to claim the AI Agency course bonus](https://link.skool.com/ls/click?upn=u001.wK6x93jhdVos-2F3TofGJCJiV0Exb-2FxIwYWvb9fivXsA0S6tWSRfpfwtIdwNi6YGOo4f6IM3ZXB9xI5l0l-2FrZpbSnoi-2BgqxZZs1HRa1hPrT0bdMeYbXfQfHeSrXlxzqGGjOiB252cI1FHUPUsQ8nzCrEt1QsZ8pdE3v4wo4tC-2BIealuffylDCK9ZhPKTBE5eBdu-2BJTDnTtTsDm7ye1HtwXpQ-3D-3Dn_Yj_dhmFokmJdYhJ7cOq2uAxQbs-2FJ9rdv-2B8XUdt4bEaaXnETGAW5pCoxqmB9U4HcUgw2jEsWClLRMUYZZ8KYTITMXFOtEvaLlgr7G-2BG3g9xg-2F7DUUQL0UA7qAVx2PWxk42qNOO9ncK06Ie-2F8V1v5tJIfjQVcwIL3Vsy8RR4qI5XdxqBn5DK1oDJVCg898cJMDnM5Rr6Cq8d-2BzoMrxwe2gPeHZP4CdERIzqMm7AGxyE4dByVvf-2F-2Fhue1xkpfE7jqn4oDuBO-2FGEm9PMjmAbHBrAEEruRQEYQRHCQIL9pW0-2FbNFYdB8wMMolvtgo0ha-2Bym9rQglgjbsr9hyWTsHlnFIfCi1rlr-2BaVpxdOtfBwCgc7varRrK44tz1tgUNdwnWNaV-2FYrBEDUY-2BDzySNXAtbMpYFQXVdKOSLU-2FTNJRfZeVf8mgxjuIsmxZSRHAWfluQweBbdU38jLlKXW3SMh6KuAxLgZQBNfmJ7fw5cKPrS7-2FYDvznxAiRZxC92j-2FzW2phcBH0Ne6): To claim the AI Agency course bonus before the offer expires.
- **Start Your Own Skool**: [Link to start your own skool](https://link.skool.com/ls/click?upn=u001.wK6x93jhdVos-2F3TofGJCJqYIach7-2FtMhH3n-2Fh9qG9l0GnWL4PQOS-2FZ5VkS4LpRuxx2f4G5pcYUeNv-2FGLDcJun-2BPoFfFlTdw-2FC-2FYMahsCCuJ5RylOPB-2B6gNR6alz4zSFng-2Bot-2Fn3ff7fndlTH63P50XuuGxmo-2BAPMYktUDA2KN4gDSVYTLxo6ZktjrhR0cPtG-2FIZKEF6KioYiyLPIAS8QYw-3D-3Dh8ZM_dhmFokmJdYhJ7cOq2uAxQbs-2FJ9rdv-2B8XUdt4bEaaXnETGAW5pCoxqmB9U4HcUgw2jEsWClLRMUYZZ8KYTITMXFOtEvaLlgr7G-2BG3g9xg-2F7DUUQL0UA7qAVx2PWxk42qNOO9ncK06Ie-2F8V1v5tJIfjQVcwIL3Vsy8RR4qI5XdxqBn5DK1oDJVCg898cJMDnM5Rr6Cq8d-2BzoMrxwe2gPeHZP4CdERIzqMm7AGxyE4dByVvf-2F-2Fhue1xkpfE7jqn4oDuBO-2FGEm9PMjmAbHBrAEEruRQEYQRHCQIL9pW0-2FbNFYdB8wMMolvtgo0ha-2Bym9rQglgjbsr9hyWTsHlnFIfCi1rpaWRaGsMjdklVwxcFexGauLur-2FPyCVnn3JVom6ZQ20xwcZcl7AuGTTGFS3-2FV4nvBz0IQlqd08hw17-2FAFpYSLxYkYQwI6kFZuspLKFrZRlb1CrQnzFqTD58VGPX36FuCx-2BXuVEUwo4KecJOanZIVQTkhU-2Bh-2BImAfEs5z5PlQy1Se): To start your own skool and explore more opportunities.

Beyond Tech: Your Weekend Upgrade

Open Deal: WYDE's DUNA, $EAT Causecoin and DUNI (Uniswap), Syndicate Network, WYDE/$EAT, and Compound Foundation  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌

December 08, 2025   |   [Read Online](https://link.mail.beehiiv.com/ss/c/u001.TsATA53bNMJMGYEI5sG6MHQasBLBVkwacsUVnTm-eHvxwEAOlmjdB-_PBuJXQ5M5U2CYXRtBtKpwq_oCK1zFnSfBHgBdUiMUD1Yy5d-ndu2T07A5nmsOzvFjnKecRKDKSKnNO7NtgyTU3KffvYlhG6PF6oTD7_FqM9Nu764HPFRXau51aOmTk1niM1tmJyGrIDyhiOUMGgy65k5pL6kGhHpNKzlRlEG0R8zdRroS3CN9x6aYPt6k8hAmPYDbeyce_M7HjuGw8V-H3mOBV3Samb9FivWD2zXGXFdn57tbd32dLRskzuatOzU-ia_aE7xZAnL6UM2_t10UTS48ugAN24xzDdhowcD6zrKzDd_WZz52yRc4jgaF

Beyond Tech: Your Weekend Upgrade

## The Tech Buzz

### Key Highlights
- WYDE (Wyoming Decentralized Exchange) is launching $EAT, an "End Hunger" impact token, on December 10, which will trade on Coinbase's Base Blockchain using Clanker, an AI-driven token deployment platform.
- The global market for AI in agriculture is expanding, with forecasts suggesting a significant CAGR over the next decade for AI-powered farming tools.
- Large deals include Kalshi's $1B funding at an $11B valuation, Black Forest Labs' $300M Series B at a $3.25B valuation, and Harvey's $160M Series F.
- Exits include Netflix's acquisition of Warner Bros. for $82.7 billion and OpenAI's acquisition of Neptune.

### Detailed Points
- WYDE's $EAT token aims to pioneer a new charity system enabled by Wyoming's DUNA law for decentralized organizations, a DAO 2.0 legal framework.
- AI-heavy tools are gaining traction in the agrifood-tech sector, with investors shifting focus to companies that leverage AI, machine learning, robotics, or data-driven agronomy.
- The US agrifood-tech funding grew by 14% in 2024, with much of the renewed interest going into AI-heavy tools.
- Companies that raised money in the past week include 7AI ($130M Series A), Curative ($150M Series B), Antithesis ($105M Series A), and Verkada ($100M funding).
- IPOs include Wealthfront's planned $2.05B IPO, Moore Threads' $1.1 billion IPO, and Anthropic's potential 2026 IPO.
- Mergers and acquisitions include Netflix's acquisition of Warner Bros., OpenAI's acquisition of Neptune, and Bending Spoons' acquisition of Eventbrite.
- Regulatory and sustainability push is expected to favor systems that deliver environmental benefits via precision, putting AI-based systems in prime position.
- Farmer adoption and resilience will be key to the success of AI-first innovations in the agrifood-tech sector.

### Important Links
- **Read Online**: https://link.mail.beehiiv.com/ss/c/u001.TsATA53bNMJMGYEI5sG6MHQasBLBVkwacsUVnTm-eHvxwEAOlmjdB-_PBuJXQ5M5U2CYXRtBtKpwq_oCK1zFnSfBHgBdUiMUD1Yy5d-ndu2T07A5nmsOzvFjnKecRKDKSKnNO7NtgyTU3KffvYlhG6PF6oTD7_FqM9Nu764HPFRXau51aOmTk1niM1tmJyGrIDyhiOUMGgy65k5pL6kGhHpNKzlRlEG0R8zdRroS3CN9x6aYPt6k8hAmPYDbeyce_M7HjuGw8V-H3mOBV3Samb9FivWD2zXGXFdn57tbd32dLRskzuatOzU-ia_aE7xZAnL6UM2_t10UTS48ugAN24xzDdhowcD6zrKzDd_WZz52yRc4jgaFL3W3wy8dMZ9sjJlKtYrzAvCyJqh_CP6GdGT6d4AMbCUx6QIVF1ssjjtHA4br1e3lv8U6UIN5CrTUSqh3zAbahioaeyPjhpaiuCIGSC1AmXdTSpDPvq-m-8JPulRfbPZVxEpmdIjpQUSGmssIaLiKF5ZV5gJ-Nvj-pSD5xZpdGPqhyIotQPa3ao_jxUP5iok5tJ4Z8OVvjygei0_s-sykpe1oQXL2g8w7LJwvggln434-j8geWYnN7Gt08WWFl6BRlKqQZaaJ1OAfQPczo0Y1Es3hV2K7lcXiYQLXN8g-174uwxypiumH1cIRXjj5TWeouxKkit6igxi6eMwlUyEWjzUoqOACkAPM0GsYnn_0Gum4Fgoha7FZ7G4hrYCC-C1gdGkMR2_hRrO6N7NnrAUbcub4v_p4Xh2rMg7M4rZW23nzWlq9s3RjDqNAqxd5cCTyKShmRg00Y_t9cXVZQQYH_hsIhkXOwg0C5Q/4m9/0wTQ0tdhRc2iecqK6d2FDw/h0/h001.QxKS-KhSehOZoXkGOExNY2L2-NMK9wXRjfhsdnMtyeQ
- **$EAT “End Hunger” Token**: https://link.mail.beehiiv.com/ss/c/u001.oAw4p4t57byP3eThR94bw1YjuwU8Eq7PIkPO0ZHxO3C6Qx4KJO5tG1_ic5nHk8R7tEy43pajHozLdnZCV4KUKNAQrP73WEFe6U7DfTfxKMvSZzFNYRN02sBgJ9CU1gxFYTRR8KXHTWDrIUGN7KLqg7bicTPRwlCdS41wHHjlGY_yTQJe36OYUtt4U54AxfflJlgWKMWY6f_q0PMDWB-8z3NRwJdVLr0ObHCf3MSKhdHFodU8LJIWfgSfxDfRhTz-TWuy3ctV7FiB8ca7oJGRNhsvIDjpN88VsidwOjVCTsccinWT0P8LoJsy8YnxmYsD0sge_13_0RTDa5YnRegiEy8DYXw0Jo77ATV4mkfcBZo/4m9/0wTQ0tdhRc2iecqK6d2FDw/h7/h001.-5gpm0wldyF6gaTuqjQA_7i4fEJRi6OBp9wLBbmFNsY
- **Connect your email**: https://link.mail.beehiiv.com/ss/c/u001.hqrgJFJFV5dEnyzcgkdQR7UPcQFg0AIOtujDixxfu86escIq3ag-I54Vm5zmhXCgKFNT18qt5MMedZRqq9zNh2zlhugQ4p3Lmr1V1sbMO5ZD5xzhibGt3gZTW3-oQdHi1qIjSfkuBjWzPNVIy9KPCIlYy2ToPvugTPC6th12vGB0BqcwOch_UJhqQDzxi5lLxiCKSZsrlZcCIhK-i8UC9Z-7flfuZYrOmFchdHZpz25nqIjqbW9xsQG4v61cYKk7HWtlNH5hOJ4EWkaabv_N_1SDoapUOH2OIVpAWzC1p_kUZJ33BaOn5CfAR6ImhIkm0CwY0At5QRfJVmCE8yYPTbUWqe-QWwzzSfImXgMbKCgP1DxUnvLAXuxsAO4wuWn-vz3lyn0KZBC49WQMuTQRdUK2Ce3ggDOohBtS02OrLodPA_QveJGgfgVQR-ZSxuglD6hgxJbRcpOi6O4ldX8PKg/4m9/0wTQ0tdhRc2iecqK6d2FDw/h9/h001.I_TFOfW_un3okwYl2F6Dc9P_q2ragr5DicigO-bF4CA
- **Attio**: https://link.mail.beehiiv.com/ss/c/u001.hqrgJFJFV5dEnyzcgkdQR7UPcQFg0AIOtujDixxfu86escIq3ag-I54Vm5zmhXCgKFNT18qt5MMedZRqq9zNh2zlhugQ4p3Lmr1V1sbMO5ZD5xzhibGt3gZTW3-oQdHi1qIjSfkuBjWzPNVIy9KPCIlYy2ToPvugTPC6th12vGB0BqcwOch_UJhqQDzxi5lLxiCKSZsrlZcCIhK-i8UC9Z-7flfuZYrOmFchdHZpz25nqIjqbW9xsQG4v61cYKk7HWtlNH5hOJ4EWkaabv_N_1SDoapUOH2OIVpAWzC1p_kUZJ33BaOn5CfAR6ImhIkm0CwY0At5QRfJVmCE8yYPTbUWqe-QWwzzSfImXgMbKCgP1DxUnvLAXuxsAO4wuWn-vz3lyn0KZBC49WQMuTQRdYlhiC0SeaBLqNmQSHCcxmYcGhVfbS_oaHGPTlDQdXssqqeHR7kUTN0RjbfgzzOXlw/4m9/0wTQ0tdhRc2iecqK6d2FDw/h10/h001.a0n_FenvZMM3oudcLmj86PnDTuimv1ohazMP1Tnf1HA
- **👉Try Attio Pro for free**: https://link.mail.beehiiv.com/ss/c/u001.hqrgJFJFV5dEnyzcgkdQR7UPcQFg0AIOtujDixxfu86escIq3ag-I54Vm5zmhXCgKFNT18qt5MMedZRqq9zNh2zlhugQ4p3Lmr1V1sbMO5ZD5xzhibGt3gZTW3-oQdHi1qIjSfkuBjWzPNVIy9KPCIlYy2ToPvugTPC6th12vGB0BqcwOch_UJhqQDzxi5lLxiCKSZsrlZcCIhK-i8UC9Z-7flfuZYrOmFchdHZpz25nqIjqbW9xsQG4v61cYKk7HWtlNH5hOJ4EWkaabv_N_1SDoapUOH2OIVpAWzC1p_kUZJ33BaOn5CfAR6ImhIkm0CwY0At5QRfJVmCE8yYPTbUWqe-QWwzzSfImXgMbKCgP1DxUnvLAXuxsAO4wuWn-vz3lyn0KZBC49WQMuTQRdYYfWesdZmLiPQS9rudTH3Emp6QZbAFEv1tF_x3DDQUvsgzuJpoEoNJDi8GmlkTtbw/4m9/0wTQ0tdhRc2iecqK6d2FDw/h11/h001.QuMMva4QBe1lxPXLqIBCxnGgse6rFCInA-Uae_5ap8M
- **Join the Waitlist**: https://link.mail.beehiiv.com/ss/c/u001.oAw4p4t57byP3eThR94bw1YjuwU8Eq7PIkPO0ZHxO3C6Qx4KJO5tG1_ic5nHk8R7tEy43pajHozLdnZCV4KUKNAQrP73WEFe6U7DfTfxKMvSZzFNYRN02sBgJ9CU1gxFYTRR8KXHTWDrIUGN7KLqg7bicTPRwlCdS41wHHjlGY_yTQJe36OYUtt4U54AxfflJlgWKMWY6f_q0PMDWB-8z3NRwJdVLr0ObHCf3MSKhdHFodU8LJIWfgSfxDfRhTz-TWuy3ctV7FiB8ca7oJGRNhsvIDjpN88VsidwOjVCTscGHpYuTvVwONnXqtUzNm17RTh0WwAn7Ojzh-swDXU6GvPjoP_ETV3H175ZMKhCdRg/4m9/0wTQ0tdhRc2iecqK6d2FDw/h12/h001.wvJ9RPSTPMt-57uwrp7mGwVJ_XMnrOtPHmmWWkbnPJo
- **$10T**: https://link.mail.beehiiv.com/ss/c/u001.oAw4p4t57byP3eThR94bw1YjuwU8Eq7PIkPO0ZHxO3C6Qx4KJO5tG1_ic5nHk8R7tEy43pajHozLdnZCV4KUKNAQrP73WEFe6U7DfTfxKMvSZzFNYRN02sBgJ9CU1gxFYTRR8KXHTWDrIUGN7KLqg7bicTPRwlCdS41wHHjlGY_yTQJe36OYUtt4U54AxfflJlgWKMWY6f_q0PMDWB-8z3NRwJdVLr0ObHCf3MSKhdHFodU8LJIWfgSfxDfRhTz-TWuy3ctV7FiB8ca7oJGRNhsvIDjpN88VsidwOjVCTseUSofQL56LA2Fh3d9phJUiQkuhxrtKkC8K8kbg3zJDGl2YHDH0rm2hmESY6qVFABY/4m9/0wTQ0tdhRc2iecqK6d2FDw/h13/h001.dniKw09sT8HJ7Y2oW6OYxSgGtaRn_OywgoFTxivp-oI
- **Impact Investing Infrastructure play**: https://link.mail.beehiiv.com/ss/c/u001.oAw4p4t57byP3eThR94bw1YjuwU8Eq7PIkPO0ZHxO3C6Qx4KJO5tG1_ic5nHk8R7tEy43pajHozLdnZCV4KUKNAQrP73WEFe6U7DfTfxKMvSZzFNYRN02sBgJ9CU1gxFYTRR8KXHTWDrIUGN7KLqg7bicTPRwlCdS41wHHjlGY_yTQJe36OYUtt4U54AxfflJlgWKMWY6f_q0PMDWB-8z3NRwJdVLr0ObHCf3MSKhdHFodU8LJIWfgSfxDfRhTz-TWuy3ctV7FiB8ca7oJGRNhsvIDjpN88VsidwOjVCTsdX_riJ3EOdYySXzl_dIvbw95aO2zxOn_g2ZAvOrCgOMDibhAgJHxIVzq1WXvMlXb4/4m9/0wTQ0tdhRc2iecqK6d2FDw/h15/h001.22J_WYjLRJoxsRPzPfSzvwizYICcPSrZnF0dRy0Hkd8
- **About WYDE**: https://link.mail.beehiiv.com/ss/c/u001.oAw4p4t57byP3eThR94bw1YjuwU8Eq7PIkPO0ZHxO3C47IgpzgJUdVfu9_Qa9jam5sKDxPlm9m-TAf2z1m8QdyAXGzJ018w59mheOJv6R3VN05r8lbLERiqGWoUUg-EyJ4M6x-W8Ob4Wk3tgiT8_dbWEqPcH3mHc9vhhtLmRsiHiOKL7g6pJBXSaeEGFT2XQMt5M_g3izLfonCJrKHfml7S-GBh9FCOFTRy0uQDV3f_-lzhO_kqVe4LNXeK-cBeqicN9y06JIhrMKih1cVushw/4m9/0wTQ0tdhRc2iecqK6d2FDw/h16/h001.LiAws8ZmJBqUpV-3loQMTBlD-O9ZmTSuISdJngXkMdA
- **What Are Causecoins?**: https://link.mail.beehiiv.com/ss/c/u001.oAw4p4t57byP3eThR94bw1YjuwU8Eq7PIkPO0ZHxO3BPpfv4qK-L1Ab2YC9mD978IbWPBrpnECnocYiResp-lR5Ybm8FlThH-0uqnG1MDZlrayB_yZDbk4l49XzipI3m7VoYbtijpZVXYPHPJDOMXOr0gE2hRkYnXailfBbcMgwuqeyXLAKyFZDG4Pxxu3o7Ar2IbD7WmnPqBNCb1WLQUPSZSAcmeTk3nSLm-TSAmUU2NFCzGQBZ6sB8pJQ0ua02vwRXLWr4YgFPtrkpM1mGWq1yoyPSIQqWoB15Llk6Bo3fGF1IZ_VM-xiAo9EVkSEPTsg6xmhMHXAtiVGw8efV-w/4m9/0wTQ0tdhRc2iecqK6d2FDw/h17/h001.ZoTRaoP6v3J-kXDbmdjKWmzem3RFlZPUUvmp9cbkCh4

Poetiq tops ARC-AGI-2 with Gemini variant

AI that works like a teammate, not a chatbot

🏆 Six-person AI startup beats Google

PLUS: Create LinkedIn carousels in ChatGPT with Canva  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌

  [Read Online](https://elinke1c.daily.therundown.ai/ss/c/u001.dSnm3kaGd0BkNqLYPjeMf75St_4h4uVDlb2B1USeB_EVxyOksXyniHlefjZdLvgYBXr5nGj7c3bSr53k_n0189H1WPawHKP7cDxs_XB_UjVHWJC3aAi65YXTPUct3MbyHaEdpQVpBkfb98kcf-nc9i58VfP1k6kMWef3IZOmXutXb0VIBvq0okmB6GxNemoGyJ1hTlUMZBzhijDScE4OmRkquy6tR1T5waLcdk9zsy9he-UnnbX2xVJv6rOquyhTqInug9mIO4fwtTMAgUOSFl355TCyowVISmjeMF0XWR8IB0urwJ5nVkdB3sIMe0JTv4jIl5FUWu6rMzcX7mDsEJ98FTyB8z-RVP2jTWcyRC7eri8Z9QdrbaGL8JItCYh9qekBL0brCgxkyKnyF_CSb2olY0w8aDkQWxl-UlfWmMn0L7ZF3Xp-WpRlGn

🏆 Six-person AI startup beats Google

## The Rundown AI

### Key Highlights
- A six-person AI startup, Poetiq, has beaten Google by achieving a 54% score on the ARC-AGI-2 reasoning benchmark, surpassing Google's Gemini 3 Deep Think at 45%.
- Poetiq's achievement was made possible by its "meta-system" that refines existing models rather than building from scratch.
- A new study has discovered that reformulating harmful requests as poetry can trick leading AI models into producing dangerous content.

### Detailed Points
- Poetiq's meta-system adapts to new models within hours and can achieve top-ranked results shortly after a new model is launched, without requiring any retraining.
- The startup's open-sourced approach uses LLMs to continuously refine their own outputs, with a built-in self-auditing system to ensure quality solutions.
- The Rundown Roundtable featured how team members use AI in their work and daily lives, including using ChatGPT and Nano Banana for tasks like generating product photos and drafting reports.
- A tutorial was provided on creating LinkedIn carousels in ChatGPT with Canva, allowing users to draft content and design slides within a single interface.
- Fiddler AI announced a product webinar on agentic observability, which will cover how to improve AI performance and behavior with visibility, context, and control.
- Researchers found that poetry prompts can bypass AI safety guardrails, with some systems falling for the technique every single time, highlighting the need for improved AI safety measures.
- The newsletter also covered various AI tools, community workflows, and events, including the launch of Mistral 3, Seedream 4.5, and Kling Avatar 2.0, as well as a series of new AI licensing deals between Meta and publishers.

### Important Links
- **Poetiq tops ARC-AGI-2 with Gemini variant**: https://elinke1c.daily.therundown.ai/ss/c/u001.yPRmQ1cS76XBKnOKtbP_VuJbl6GWgp2Y09gRECR3w5r1r8TPzWdx9Zd2ajL5xdYDizXUFl6dkimtZn_W09wHSeAyD3p-OMymL8-CaQwpvcrovmbFv7ddWJOiRgMxDBkpxQkJoajQv1gOHcPrbR3Nu-vFSs91EI41yJO0OGsbKP3E3ASXHVNQdT9aVIdVXi4XaSGUQJhBeimXUiNTH36OWEmzsztlmYLLSEK0DYcl8oRlTSE92rUKpyLPVvOCj6qUzCM3LptG9INbDwe7dQtA7w/4m9/Lkuec_4eSoWDSyZ0JN1IJQ/h5/h001.zrqzJbd7yY43dWeEn_VdO2TeuWCd8C-tKqfx70mtZBo
- **The Rundown Roundtable: Our AI use cases**: https://elinke1c.daily.therundown.ai/ss/c/u001.dSnm3kaGd0BkNqLYPjeMf75St_4h4uVDlb2B1USeB_EWu6NGmSKrLF3KTZEGmu0FMGw2aylDQdQ8oxAtHaSxGUgppSZfJqt7cGmZgI0psa-NmWxgihuJ7j5P28dPV8fOdG2PGSZKDilormf0NGeN0NdKkYeugMqjI1d5xkrXcpK6M9NECGwqB4QE3sIeSvLRY-P3FV4861caoxaL_CkgI-wH7kQIlpDl_ywH3cu8AdKHr-j8Fyx6CHeNEU8R-DUBx6h8yH_qnt0nfTadawsjLvOYwk-tZ80ybc0-ZoHUmqIXXRl0O1TSbBi3hcGIe5ZjPK6lx035G25j089mrdKj11mODhE-zb6wLAHQxrf9xai2oQ0f59sL2aj4zEaaPIz66WOx6w6xgaAgyPUOqdUOHCUDqZR87QzzQPdMEd0UzMtCPNCJ8TthVZ07c1yqLh2zgAZLjlLRZVj5xvW3OqFTLMNSWHN1-nKihok3b6vIviUEPXDM-5ai4hd8pFZ2a4hMiNZ9Ci92KtTkG3K1d6zosuGK-Wx38v3lFE5ooMf4q5SAAvbz3Ko3_-8Hj7Ehe7A5uf6dc2Ub4mbfkRKYa5qBMEAaZ8QKzaAv-qY4Nckx-f1uS-WDXdjtL3LkkYBtHq9tD6B2edGJipH2a5foEcrGtUPyRrkD9hiv4P1GnCSgCpYeZBsrUe3-wxiKZy82Dc24WAiXD9LP4Um3qR4I5ySuoprDzb4bBH83knQxnH9rP9Y5wk9N6_-y-A0RvcLrK-xbQlS2rakAfqxvRe2EJJsQHqS2uDLd83szm7gLarUrj9pZgPGoRCS3AQHheldamh5E/4m9/Lkuec_4eSoWDSyZ0JN1IJQ/h11/h001.lrMoWoiQ9DHl6WzCO7TyA0jin1SO2E5y0w5NtXUGDHw
- **Create LinkedIn carousels in ChatGPT with Canva**: https://elinke1c.daily.therundown.ai/ss/c/u001.Q334NVcZU4O6L6VKRz8ijB1TBWraWSjSa1EgItxTfJGUx1S2T-YkOyqdMQSFaLP-2-0COCLvTkeEBGdpoiilAvt9pII_bLzExiTl1gkg4zGbXFP_1zvpGZeJjxMRiVpUAx4n5gMVXfnF2cD2adWhULWCpVzHAWzCZRUgFek69Ey3WBGgZa_hibImAWnfZur0I-fe8AVfrQEYK7Ir4O3MCunrpyAuKkNR6KNPZCnSlawQg3WGvBjmBk1_m5KLtwmhi3eCjl6FpJVdmMukKP7ak12sJcSuQn9DjBSNIhYVFDZNnssN9qP_7IcXQYiMPuoswQ31uIek5fzdAO3XIKVrPw/4m9/Lkuec_4eSoWDSyZ0JN1IJQ/h12/h001.cKdJAZ8HaM0xXVG7zAjZg8u0gwUXY346hfBajO9EDLk
- **Poetry prompts can bypass AI safety guardrails**: https://elinke1c.daily.therundown.ai/ss/c/u001.Q334NVcZU4O6L6VKRz8ijMNgampOZl8dF7lEf1g2D9Mx2vmxlg4CGvS4DQH6G-av3bPiwzrVObOTz7KMS2Ji5YHNn0cFF2MD81uIhKhIABm_9iO1ijthEYF1dQDMomyiCK7mMWIPv_GExIyjOla9YxgYBrwxiCKoc40Gnn9k1-cYFZVZrG3mEKz4nohF6o6yCx8CqawasaocNnOaEiHX1IugN5pWGbGand-fN82KLQtKrIB8YwWxu6tjPDs4EGfa/4m9/Lkuec_4eSoWDSyZ0JN1IJQ/h16/h001.b7dhyN4DxEv8dXu8A5oZT_x7YVdnlLAeWQtxPJNCx5A
- **Gain visibility, context, and control for enterprise agents**: https://elinke1c.daily.therundown.ai/ss/c/u001.dSnm3kaGd0BkNqLYPjeMf3Uy-4MFpZZTn-wfwjHudkcMlFRc1qjQuGa5RNyxWd6aEcPsvRkJgIPR8G_HucF5o-q3QA6O5tolAQbNcfpFtDCIrlXybQsXA5RlIsroMH21za67hX1wcl3puBkzvc0k6AX16oFM270iifP13D_8OEZgEIH9TBdoKHu_xVllhEklx4ia9CyiMlw37Ellw6x_aoDsX6_OIcs_OeM2-KdvDSD8odhLpMdGBPchSxpYip9gEEKY3_rLY0I5-NgbnjkzRDmeJ54NXdKK3q0QnjnQF50/4m9/Lkuec_4eSoWDSyZ0JN1IJQ/h13/h001.g1DA8MHqVAWSialek1bDhogmb4kTBs5k9t8Tc5ksd_o

  

It's decision time.

Your chance to claim the One Person AI Agency course as a FREE bonus comes to an end at midnight Eastern. Not a minute later.

This is the complete playbook:

*   Scripts for client sales calls
    
*   Tactics for landing clients
    
*   How to build trust as a beginner
    
*   Pricing strategies for 7-figure growth
    

Everything I learned building True Horizon—yours FREE when you join AI Automation Society Plus for just $94/month.

But only if you act now.

The clock is ticking…

Will you end up kicking yourself for not claiming this bonus before it disappears at midnight?

Or will you join right now, today, and get the exact playbook you need to launch your agency?

Grab it while you still can:

[**Click or tap here to claim your bonus**](https://email.mail.aiautomationsociety.ai/c/eJx8U09zmzoc_DRwi0cIgeCgg2lLXDsmThob510YIQkj_glLgtT99G9wO2_eIdPrzmpnd7U_VkhOUHvNTdWm5e1ntt_hE7RfvrmcYFpBULpc9VQOpKeyW1FJJ6t6aqUajGJS2NuKyj-UQn0MQptajoW9jYJ0it2Jd5y7gng4DLwYIe

2 hours until the free AI Agency course disappears

## AI Automation Society Newsletter

### Key Highlights
- The One Person AI Agency course is available as a free bonus for a limited time, ending at midnight Eastern.
- The course provides a complete playbook for launching an AI agency, including scripts for client sales calls, tactics for landing clients, and pricing strategies for 7-figure growth.
- The bonus is available to those who join AI Automation Society Plus for $94/month.

### Detailed Points
- Nate Herk, the sender of the newsletter, is offering the One Person AI Agency course as a free bonus to subscribers who join AI Automation Society Plus.
- The course includes:
  * Scripts for client sales calls
  * Tactics for landing clients
  * How to build trust as a beginner
  * Pricing strategies for 7-figure growth
- The course is based on Nate's experience building True Horizon.
- The bonus is only available until midnight Eastern, and the clock is ticking.
- The newsletter encourages readers to claim the bonus before it disappears.
- Readers can join AI Automation Society Plus for $94/month to get the bonus.
- The newsletter also provides options to opt out of the email series or unsubscribe from future emails.

### Important Links
- **Click or tap here to claim your bonus**: https://email.mail.aiautomationsociety.ai/c/eJx8U09zmzoc_DRwi0cIgeCgg2lLXDsmThob510YIQkj_glLgtT99G9wO2_eIdPrzmpnd7U_VkhOUHvNTdWm5e1ntt_hE7RfvrmcYFpBULpc9VQOpKeyW1FJJ6t6aqUajGJS2NuKyj-UQn0MQptajoW9jYJ0it2Jd5y7gng4DLwYIei7YpEremEMvYjFw2xCaZPQVvnuZNfUNt_b-A_rLsZoP1J5Gf6HLc_C2Pcq5AMhKOMV9zlgTJSUuWKYpVZDLwZLRq34xBYrbk0qGoVejFgAIcQYe1UU0pBjICrkeVVUupJAAAMPggj4gRf4K1xGPihRAAOEMIqhg8DfyuhIbe1oHH_twNSBqRF6lkyYVW8uZuB6xVTvwHTSnXFg2jkw5bvtM4zqx-3F7VjxO6AcrNAD7cgRpoY_ntqzF29OfbMbHZgEz7S-2dyByXTNhHVgEsMsfZkdmPr6n32mtRz9ZjvRTLzKZr057jB4m5-_Z578haesRdktGB4T6MBEA3OtcvhWmR_RW500HOS3ETf7l3OQj-fsKWzOUXt43YrfYeRBbE6Yz9Mu6rb181q1zREn13cAgo_t-5IYXb5tFkc_G3-b8e4E3_dpe7V1dcD-ry28osyByeuP5IzjGb192bCvT4dztbSAn2hqcxPZ-Yqqw-ZRhqUHTq3jf3U7dR_qeh_jvErhLjhG5zhNm9F_cXtha8UJHaWrtLzIgZRT1z7ca3RHrWbJhSadoJypYRDMKu1qYuikaVk3tBMD19RB4HL_VKZ616hJM0HuCg_SzA8fSrdCu3aZdPGpCUuY6otPD8kSYYv_5jsT-G8AAAD__7aWKUA: This link allows readers to claim the One Person AI Agency course as a free bonus.
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TLDR

SpaceX is holding a secondary share sale that may value it at $800 billion. The company is also weighing a potential initial public offering in 2026 ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ 

  

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SpaceX IPO plans 🚀, inside Netflix's WB bid 💰, ByteDance's AI OS 📱

## TLDR Newsletter

### Key Highlights
- SpaceX is considering an initial public offering (IPO) in 2026 and is currently holding a secondary share sale that may value the company at $800 billion.
- Netflix has won the bid for Warner Bros., a deal that could potentially change the landscape of Hollywood.
- ByteDance's DoubaoAI agent is being integrated into a smartphone operating system, giving it complete control over the device.
- OpenAI is planning to launch ChatGPT 5.2 in response to Google's Gemini.

### Detailed Points
- **SpaceX IPO and Valuation**: SpaceX is exploring the possibility of going public in 2026. The company's current secondary share sale may result in a valuation of $800 billion, making it one of the most valuable companies in the world.
- **Netflix and Warner Bros.**: Netflix outbid Paramount to acquire Warner Bros. in a deal that could significantly alter the film and television production industry. The acquisition is pending regulatory approval.
- **ByteDance's AI OS**: ByteDance, the parent company of TikTok, has developed an AI-powered operating system called DoubaoAI. This system has been integrated into a smartphone, allowing it to perform various tasks autonomously, including downloading apps, making calls, and running complex task chains.
- **OpenAI's Response to Google Gemini**: OpenAI is set to launch ChatGPT 5.2, an updated version of its chatbot, in response to Google's recent release of Gemini. This move signifies the growing competition in the AI chatbot market.
- **AI-generated PRs and Code Review**: A workflow has been proposed to efficiently review AI-generated pull requests (PRs), reducing the time spent on code review. This involves using AI to summarize changes and identify potential issues while keeping the developer in control of the final output.
- **Estimates in Software Development**: The importance of estimates in software development is discussed, with the acknowledgment that they can be difficult to make but are crucial for planning and project management.
- **Working from Home and Young Employees**: There is a growing realization among young employees that working from home can have negative effects, such as isolation and reduced opportunities for mentoring and career advancement.
- **TikTok's Nearby Feed**: TikTok has introduced a "Nearby Feed" feature that aims to provide users with more local content, currently being rolled out in select countries.
- **Apple Executive Departures**: Apple is facing executive departures, with its chip chief potentially leaving next. This could impact the company's future technology developments.
- **X Cuts Off European Commission's Ad Account**: X (formerly Twitter) has cut off the European Commission's ad account following a fine of €120 million, reflecting ongoing tensions between tech companies and regulatory bodies.

### Important Links
- **SpaceX IPO Plans**: https://tracking.tldrnewsletter.com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FSsaYHH/1/0100019afdd5ef74-a6a2e254-7a5a-4c62-9103-4c622432cc21-000000/aS47H8qiQKBuquZXhHYxYXolNytjYfJjUqS50gP9aFE=434
- **Netflix's Warner Bros. Bid**: https://tracking.tldrnewsletter.com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2F09XIzJ/1/0100019afdd5ef74-a6a2e254-7a5a-4c62-9103-4c622432cc21-000000/QJWWhtyq291w4DBOtPTRro7lVaVLBOusGfDdFvJTc2g=434
- **ByteDance's AI OS**: https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fthreadreaderapp.com%2Fthread%2F1996538308697137277.html%3Futm_source=tldrnewsletter/1/0100019afdd5ef74-a6a2e254-7a5a-4c62-9103-4c622432cc21-000000/9-usnWBoVvo-ITzMJtXPlZ_4ZaaKi_TdOh7IXHFJ6BM=434
- **Agent Bricks by Databricks**: https://tracking.tldrnewsletter.com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FogYaHh/3/0100019afdd5ef74-a6a2e254-7a5a-4c62-9103-4c622432cc21-000000/MPrWVZmoLt2mbCZOtldWI8d6nu1Qv2Rk3V7bdCtD31c=434
- **QA Wolf for Automated Testing**: https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.qawolf.com%3Futm_source=tldr%26utm_medium=newsletter%26utm_campaign=ACQ_All_Demo_Conversions__NewsletterAudience_-_Newsletter_CutQACycles_20251208-None_Experiment-FALSE%26utm_term=body-QAWolf%26utm_content=CutQACycles_ScheduleADemoToLearnMore_None_Headline%253ACutQACyclesFromHoursToMinutesWithAutomatedTesting____Newsletter-SecondaryPlacement_20251208_v1_/1/0100019afdd5ef74-a6a2e254-7a5a-4c62-9103-4c622432cc21-000000/YKZUZ3BGZ0oazL2kmPyZl7VGL0qMtiTk93zIra-ia9s=434
- **Forrester Study on AI Returns**: https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fmiro.com%2Fevents%2Fsecret-to-ai-success-forrester-study%2F%3Futm_campaign=tldr-ai-placement%26utm_source=TLDR%26utm_medium=newsletter%26utm_content=Sponsorship%26src=-newsletter_glb/1/0100019afdd5ef74-a6a2e254-7a5a-4c62-9103-4c622432cc21-000000/EAhuZVpqzddv3flaA7M3yVV7aSXpBXxRPSc8msFvKA8=434
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flux flopped?

yup 4 times in a row, the comparison is craazy  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌

December 08, 2025   |   [Read Online](https://link.mail.beehiiv.com/ss/c/u001.4ueL_YUEsdrSVHDVguSs1xXJzSab5sYBUNZZ1JjwQ65bpqEnbI_iBcdQDCqVA9wmPUNfOLqQVHCV9bXcJNMMohwLSjtFmHehHoui9BtJcWWYnLXx41pczXnlkH193_hLeGwvYP14THsdG-zF8Ozr7owJyZdWuShPF8JUk3cfJsH4BlCOXxrDT40TpPbcjSjGtXFL-L9qJdzqWI420eBsGoy-5qd5XIM8c0ucqBQjVOeSQAXLusQuwXOAhQsMnMgtJST70V7BVpHkQ293ADOhPF6DPUIS-12CBuao9d93-iAj4WQr487lYiqDKgEXuSzSbarzBQS8yzoEvYkyuuOQwzAKG8PT-SWlYhIQue2FM3SDb4-HA5SDcl5-PH6BJvVe0buyLiGu2x0AAgrTz2Jjn0Q1mwWOvFP9mL-CVI-3ARDc3olxu_eDCnnhvD7nadyN_iM49gH96o

flux flopped?

## Staying Ahead with AI

### Key Highlights
- The latest edition of the newsletter compares the performance of two AI models, Nano Banana Pro and Flux 2, in various tests, with Nano Banana Pro emerging as the winner.
- The comparison highlights the strengths and weaknesses of each model, with Flux 2 performing well in environments and creating a mood/vibe but struggling with output quality.
- The newsletter also introduces several tools that caught the attention of the author, including Magai, Otio, and Alter.
- Affiliate marketing and the role of AI in shaping product recommendations are discussed, with a report from Levanta highlighting the influence of affiliate and creator content on conversions.

### Detailed Points
- Nano Banana Pro and Flux 2 were tested in four different scenarios: putting the author on a dragon, creating a levitating auto-rickshaw, generating a vegan Indian café menu, and creating a self-report infographic.
- Nano Banana Pro outperformed Flux 2 in all four tests, with Flux 2 struggling with tasks such as face and identity recognition, text and logo rendering, and world aesthetic.
- The newsletter highlights the tools that caught the author's attention, including:
  - Magai: a platform that offers access to over 80 AI models, including ChatGPT, Claude, and DALL-E, for a single subscription fee of $19/month.
  - Otio: a tool that generates summaries of PDFs, YouTube videos, and articles, and allows users to chat with sources like they're a person.
  - Alter: a native Mac AI that integrates with the user's screen context and automatically selects the best model for each task.
- The newsletter also discusses the future of shopping, with AI and actual humans working together to influence conversions and shape product recommendations.
- A report from Levanta highlights the importance of affiliate marketing, with 71% of marketers saying that affiliate marketing is a key driver of sales.

### Important Links
- **Read Online**: https://link.mail.beehiiv.com/ss/c/u001.4ueL_YUEsdrSVHDVguSs1xXJzSab5sYBUNZZ1JjwQ65bpqEnbI_iBcdQDCqVA9wmPUNfOLqQVHCV9bXcJNMMohwLSjtFmHehHoui9BtJcWWYnLXx41pczXnlkH193_hLeGwvYP14THsdG-zF8Ozr7owJyZdWuShPF8JUk3cfJsH4BlCOXxrDT40TpPbcjSjGtXFL-L9qJdzqWI420eBsGoy-5qd5XIM8c0ucqBQjVOeSQAXLusQuwXOAhQsMnMgtJST70V7BVpHkQ293ADOhPF6DPUIS-12CBuao9d93-iAj4WQr487lYiqDKgEXuSzSbarzBQS8yzoEvYkyuuOQwzAKG8PT-SWlYhIQue2FM3SDb4-HA5SDcl5-PH6BJvVe0buyLiGu2x0AAgrTz2Jjn0Q1mwWOvFP9mL-CVI-3ARDc3olxu_eDCnnhvD7nadyN_iM49gH96oabo-JMolBuH0vfrI_fPAwhfif-m5x1sDTHqcvQMn4xduoM0X07Vq_5XiR5VSenL8k2kq1lCtRlUkGPwWXx7HFhNh5j4YFEVBrCoU7ym0Hse8lNZm_tG4u445khURiOsR3pk5fUlj5sYkdOZKdyjgLhaSQ2SmnIQvPNmzIFwPCb4YUnWqIJIkeNiSTQgL_GqFM8dIM0e8xOMsXvi3mwUa2-ZSTT2RMR3yOQ7sXE9jdgRxuTLG1kBKCfEcAH3nY1ovTto0KAP3sbbEFTLZoM5JlGD-mqNA4fAMIisgfMiVtI6IEfEN441WEvZcsCAKaay_KZQqcj5sL7fiPoNlQnsAZmQK0Pbk2TLWY/4m9/RENVha5zTYa8rCYxX8B2xw/h0/h001.zcxM8aHruVAAG9WEs8VG0Vj1pu-cxejYu3rCQBW868E
- **YES**: https://link.mail.beehiiv.com/ss/c/u001.4ueL_YUEsdrSVHDVguSs1xXJzSab5sYBUNZZ1JjwQ66qdNlTYTIUyu-klrHlPoSRAP8GPNbO--abnzGaftgbdeNC57iRvCyZAyFMGWuZOCufWyVlvAGqoorUCKPEHEvW8rYScSp_h93Y7Z9Pd4X7FRg-2RtFKPdYx-nV1WWTiuUrgyaHQ_Upkvg8nM6wmOu6huZSviA7GRQMqYSe73TzfAFKH_MOSAcjJCO1Q_fudpfGWn4Rkwd-NK_CEo1M-BgfryBkp6BqEbQdUG8TVIyfeMwzeu_51rzDwMGUSZvU0N1EsgvQwcgEx7u6RIiOQLrv_JZ4JFVSTgXMS8ZLJJ2Cp9zywPg7N_QwDQ62dm1OAETWeDsc2Cd7JhSjw4G0SrQ90DyiMGV5vTuJ4rCVQSMofQiPF9rCv3IezFlbTKNbJrbbnad4Y-_RHoRkEr0qWrj-QL8IvJfrm4qjgnmOTeXYjGl_o89FWjfLCrG7FRrC2V_JF6Wrbkh9YafxbCtRDd-zCctMVeUcUD64EUQSRP9EbPTHab-UZT69mEkYqqJ2rioWKrzgZNiMci0yB-l0__MnlD20fDtsAcvxNrhJC7-DOcSQH4ESCRuY5fL8id9fFg3UmYxPLKSwzxPdC4u0f06kImcgbYl7Led9TgGHLpPK7cNOOg-Eiee7DsIWLMMmimZIuYFvyLpwmjYv1r52MpS6NXYGhZKjQ_PIPWrXExPyI4Ltoakz0GF3gJA6YQSmLXhdVHMr37JbzyUP_GRJOKG-RQ9wcO33GB_iFsSGT4mnKqZGbPWWEmqNDRWHzsSFg8QbaeuN0Ftd5qBweC3p3VwUCq-8fsJAClHcnZChfc0BjtD98C0z6qEcqGp1kD9KWZfhUtFRgBkvOavW2mRKHpi38vNHq5rxC2ftsWXTJrU4u8zhF49aQ4_X3qnn5M0AqyVhuBClwKcnt2tWEi9cuoANlSjOoW_AkW7LFklcTbLfWPyPMU63RZYRMyFjaW5Hgd1L1n6GAatDGughuwkh3Pcl/4m9/RENVha5zTYa8rCYxX8B2xw/h3/h001.rhMF4TaaNQF_w5vsJyxwPycx6hdF6quWN8Ve23Wu6uE
- **Not yet**: https://link.mail.beehiiv.com/ss/c/u001.4ueL_YUEsdrSVHDVguSs1xXJzSab5sYBUNZZ1JjwQ66qdNlTYTIUyu-klrHlPoSRAP8GPNbO--abnzGaftgbdeNC57iRvCyZAyFMGWuZOCslfXeRpqHL7eMGEuCrwI3N0UIUYYvQ8aapFrzas-0zL0qK4eAtlNGkXc_34ODI7Oc0sYJkjbfcnM4onOh256YoHIRHlwVmXWIDzA6Tw2f9KPKPSKvEsTautupjyKqPGusYOY9SIlNeTcWE-anYnkpFwfBISRra4Gf6tc0xvDIbG8iC1k54sQunPyjuXt6TL4NPkw-NNLYOX-oLcsTBRc3YMpQQflU72dAW-7PCt5QDf2tVsmPSl4HMXiQliyXJKdEb3SsrRvL8GxS6dyzyxYp8dtLj5w1GI6Q8HR1jypfmpKWrT5YM3njm57UT_-kNNjTpDhPfHYID8fmyhPrnk1EMrGop6X80t_Wcz-fRLGFEYJpcWvegkDJBXpg6vTd_MV-mHNtiadYJNpdsRX36vQauVNkpVYT1vRItg-YTCeEgI5sEZo7Hgkys252Srx23mlwwGJ7EUqqmzEKCZ2p4F8T7KKZpDPA-9Ri0GSF-hgzyV-2czUWedftlAn-bnD6ascPrKLiVDdL-zIeAs_EFXG-Qkra-MW7Y302j7pYqW9r-2MfnMH_82Yxtp__rv56gmaKcw5eRVJIlslozCAb_zBLSCFUKdrjLSWENo3v8_WdDcv3oFnuX3x6Tv_pD_m6yHwAj3nQWZIvuerNTTVvcytMswoLC8PwIOnjZkAS0LdGvtb0g4qXnMrJUI9_FUCLiEacrX-fAnXbOXF7xSbknTw4MIFqfu8Rk0l_5hzklW70wwDKb8YOhcW5cMF1w6LI-coV3EfgBEbUk1xAixgF8sSjoNDV4-5khnS4AoxIhT0zQWFU1zjrCfFH2VcR3n8RzuSh564TwbDlCPk9_ajeMOQF3D6DVz7V62r1dm9XrzLmLXM-yVzbp8W1sM8FuBcI5PJZDy76EM7axMqWp53irT_di/4m9/RENVha5zTYa8rCYxX8B2xw/h4/h001.FoCgPWz2av3rd0Vb2cqOpjqkZyAajSXiLHINOjwvicM
- **Show me how to do it**: https://link.mail.beehiiv.com/ss/c/u001.4ueL_YUEsdrSVHDVguSs1xXJzSab5sYBUNZZ1JjwQ66qdNlTYTIUyu-klrHlPoSRAP8GPNbO--abnzGaftgbdeNC57iRvCyZAyFMGWuZOCtFkxjwECUh6xYh5Qk-p-hKOjIvnHoMhAmI10jO9GweSODuOWFL0zonV84hlO0ZM26hT2mQBzNNF3Wm4htKGFyFAQnWGqOxAMGf9tZebPxiIENSkUagFwwbF9Bl9RaW2DxHyWtbhgrMfS5yoEYPdkWlvyZZy2Kwt3rViJ5iZ-qBdQ6IwohAggHjob3kJAkbfstVcPPera1p40VxD5um5SPRLQbhaLp8--AzifbCIVRob_Z04ZHgzC_5CFPhgKytrhgxcX_qGnXmG1-b9NQjps1PGdYH82UWZW1XFOuOnMDIQ_Wu11hEj9EF9JnAMJQs_p1d155d6qZWpecNl_kTGzQqra8Nlr-50OWlp8rU1TqWxY5cj0wyEf13vMmql4aIETk17QMfBniSNia1cJuEug0QV8nfIoTCrc1hzl2wCZOwQwyGUAIqQ3zCvgA1xTyz2Whhdw2zQa4xuJQCE7WZyz8GcrFeKoMMvvkrLi-iJrGCxwZoEcq0wau58_Fs0YZi9U90chG3CJVoxvYQFF73XiYx9IPtYW3NZJ9amf4mOjOvjEeRHoyYGZ0qmmU5PQfxxkMOGaJDaCYgz8khNoGLSi5L4sxt43I3O_XoLLmUMOVS-l4-vP0ZlvFnpkIwHWVRH6oYVkLC2ogzA02-XRUDa9eO3B9ITYKNGv4iAolI5A3UUD2-rP4nzgal_mXxg52yt63en_fsHFsoq9x1tyfsCF-Jo1X46-z18_kl8kHr8D7SmAfo9jQJnZsnuBTgDfXSCNipeRDkKgX3zu-eQbz7DdhwdLJwz1ZSWETlaCXKne9cvJh8q7f1Uu8o54zWOjIXADFfTB-IFAbDcproIr0kXO6Qg_5lbjh2NwvGYbIOtXiAqr6SHRhiCNTXI7Pr4eO2UQ9eZN5f9_s50r5r8MHzGHqT/4m9/RENVha5zTYa8rCYxX8B2xw/h5/h001.ChGaOAjm5959jmSOorpj5eVzQx9yiXfOwiG7jkOZ8k8
- **Magai**: https://link.mail.beehiiv.com/ss/c/u001.oHIY8s_7AgWVcsnfpjFwpw-X2NhkzIHrnDUqcO7-dbpqp9BEaIPCdaWTl9iEnPVlyMLuEOjtU6M2HZP1xynlFBW4oFvzdPTwSEOQFyy32y_DQEflIsDW8eA_tfdndrbGy4EmOss95IaNt1aWJI8mP7TPhwKfggqU7tAzZDcemxPrdRSKqngJXW19fi-Xz1SYbfvUPmTY2kq4thKBaVcmFQ/4m9/RENVha5zTYa8rCYxX8B2xw/h10/h001.-J385ex4JAHVVBI_daKmSqG1VLvTixTSy9RfOnBmuSE
- **Otio**: https://link.mail.beehiiv.com/ss/c/u001.dZmK8BCxJ6UTOZ6zX3FNc_gviRZAHrN5qRbF1jQRq95zFIqhVMcCxjDjr_rGw0Vkmm1bH9sY11tZ8l7Gp8CJQ6_XuiU31EBaOHT6vkku6i05CQsQYwhHvSGNfGzifIaMQyTHI0Q3jbus-gwPdnZq2L9QnzStPk762IgE7BwtikQZ-q72rxmBaNlfzny6rkzw9BaN4rNDh11uVJ_1xjyFsQ/4m9/RENVha5zTYa8rCYxX8B2xw/h11/h001.Ic2ZRQ63ZLIkGrxmNeb6AErG0q6KL0jVcSD9ncfuZZY
- **Alter**: https://link.mail.beehiiv.com/ss/c/u001.zv949hdKSA9cB96_RrfMGoDI19XPNJ1zuTWgg7vHXzI5KP8mV1Kbx1iBYRER6NjZ3Bp8L5B5P5NWTBSHSasmL141HB5wSkS1h8V3hcUDAqMcHKoxSge30yuPruJTlkOEZK3iUf3YQdedDO_RVITNbeH3NbAhrYs8BXLmaAYVtRDbbElPF19gupRifwzh1XfuJzO7InYi4oDdvNkayM7mjA/4m9/RENVha5zTYa8rCYxX8B2xw/h12/h001.YmCFMe_iRWdLsny52DzMQGUHDgo8p1B85mLtvzUKwTI
- **Prompt: Access the prompt guide here**: https://link.mail.beehiiv.com/ss/c/u001.2ETqy8OexgGHcsxFOBJjsOWU7JO3t8U00mRxNk_jgdCX3KztM3bgBOKJDqVv-35rvNDp2wXDoOzDiTDjFwig8GeDQD9bXPg7dMcmmyC-B_3urOw0WjnyEN00W7vahvelF5gn4jf7ZeJ9y1CV1FoNzyhfSNHyqmsvkB6NGiqjSFyXWmN7ykQe9-aJf5rpig2RwG1UiMur639AKd1KXQMJLpwngXJwAa3a4B6wZctcSuubq1fgb9nh8ShD4fm6HkdGsIqV0JZ1RJHdOcTQGOwtyrx5FXm-9QWDR25kZqLcCrQtWlsGotGv3C8KKbGSdHcg/4m9/RENVha5zTYa8rCYxX8B2xw/h13/h001.gBneid7kKaPuWpt5h4DBjvr-2289y9GKl_kGL2zoTL4
- **Prompt: Access here**: https://link.mail.beehiiv.com/ss/c/u001.2ETqy8OexgGHcsxFOBJjsOWU7JO3t8U00mRxNk_jgdCX3KztM3bgBOKJDqVv-35rvNDp2wXDoOzDiTDjFwig8GeDQD9bXPg7dMcmmyC-B_3urOw0WjnyEN00W7vahvelF5gn4jf7ZeJ9y1CV1FoNzyhfSNHyqmsvkB6NGiqjSFyXWmN7ykQe9-aJf5rpig2RwG1UiMur639AKd1KXQMJLpwngXJwAa3a4B6wZctcSut_OqKx-J5bx1EJVNBbnxnTn4kAYnCMOVRj3yKFhM37vxV0xg4yLZ6uVjF3DEUIGrWBYrxet7SQIGBFmMWKrz8y/4m9/RENVha5zTYa8rCYxX8B2xw/h15/h001.miw9_6hPPKo-JxhvM2-K6bgywpm0djUqK8W5G2oXkQc
- **Prompt: Access here**: https://link.mail.beehiiv.com/ss/c/u001.2ETqy8OexgGHcsxFOBJjsOWU7JO3t8U00mRxNk_jgdCX3KztM3bgBOKJDqVv-35rvNDp2wXDoOzDiTDjFwig8GeDQD9bXPg7dMcmmyC-B_3urOw0WjnyEN00W7vahvelF5gn4jf7ZeJ9y1CV1FoNzyhfSNHyqmsvkB6NGiqjSFyXWmN7ykQe9-aJf5rpig2RwG1UiMur639AKd1KXQMJLpwngXJwAa3a4B6wZctcSuveyeJURMnuaeFx23ifWoKj95s3nWrBZzsK0wT8Vbf9mTwblbDkjqJshhcjjrY4l-zWqvPIeA4vnT6Ai203vw0r/4m9/RENVha5zTYa8rCYxX8B2xw/h17/h001.NlDNumwKBNX9mem3RsQKsa7FRj3Hd6FoIqZ4NDLqrPs
- **Levanta**: https://link.mail.beehiiv.com/ss/c/u001.DKkMGJMHMdwwc0aO8gqkAs93RaqOyVubkIpnlbBI8SlGHtr9JI8EyUA8nlSodsDzFwS6nlLVZ-Hlq5s0kY1_6rBQ4m2nebaYBMD_ZMBb74E9j5ZT27pGom4eimN2FmvnPs4PKUh2AoKIJYRvmOE_yFtXhWvQqop9IqO64GF483yfS0FQnel1AY9zPMCNFePqIugsE677p4d1qkCeWMRidygejVBzU46UVs1dPC3yT989p-5Ks-4QtYkIIJo4cQQRjB0lX6st5mv04EaugmNhwtI7dvbjTj-K-e4ivyHleSNbSRtZKSyGPqeDFdFZttmufsR_N_EDfUynwCqO1JC9MSyoHx8zR3FCdXmCGFMzd7X1hD-yyWwHfwIi-QpMBA5-5T-rsR8VWj1jx2R5zJA0z9q6pVPPDbJTTyAAvR8WXEPOVxvQUG_Tvok6HKyy7qOIDFjQlE75rSIKjDPlESmAUZRbtNJQKIZUnTrWYTK2EGccZpVNaXvdkTEoHS6k3TmR/4m9/RENVha5zTYa8rCYxX8B2xw/h22/h001.0cndQoz-WDYfkRzRNHdlCLhvIcGP_OK6IzschGv0OeE
- **Attio**: https://link.mail.beehiiv.com/ss/c/u001.zv949hdKSA9cB96_RrfMGpsG2UloYoJEvxRXEniFQCD9TB0KUVXU_iqL9Us8iYX1E3SgSRLbFgfnO_hd8fJzhUdWcUqw-P0KA-PCII4zR74Jz0CRDj_rwKygTCsm6Ir7Gzmx7lvAW8QAcRuDHyQTWUdXC2mIBJJEPIGA3TYCBW4YzOe7cHC1OcFW06R6VBmdPwc5_T64qXj7fBE8wkC-wE9BdXoGeaExzflHGwJWG8PboxHl3axX9GSphy0ax3L3jhDdrW1PDeKalSuWc1kkXhdCqN0gAhzxbnBFCuZw1MO1_ggzTI4s-UfEU3PjZQFQSnRIefKHkm7aW0ID3P7EgR-Yr1zMG7mqRLwulpEh9J8WRX-RQI0vAmGRYkLuRNeXbqHlF2qIn7K5briSp6C5wo3cIfVs3_q6jxsBbeZ3CrUp4wQiXjckuyPrNzLRuQdsrBNi3qMN_PYiM0lWZeFqbA/4m9/RENVha5zTYa8rCYxX8B2xw/h2/h001.P7W4zunoQcbAbqe-EgWjjJ3-aKPPN6BhA38pxIhy1Pw

OpenAI’s GPT-5.2 ‘Code Red’ This Week?

December 08, 2025   |   [Read Online](https://link.mail.beehiiv.com/ss/c/u001.WAIIa-MqU2zXSjMmrH18m1Sqz19mnhEbVWH1YtqeIS8s_dBJhS-6BpIIOyc5Tgw9k_pScDsZorCLreuCWHFsEYsoBot9OAXO3tOh-2BS0I7mBSjnhGReMzP_H7YMo3sVqPSk3xdpuc4UjOlaEdWFzKHMrA_tF3K5-NDIE9PtDRk4qSwLtpUDnUl_hDlYzJi3pOHeUQDMgzJk-efXoq9h6a_6dpEuBI766mabB-i8EIynqo02UJkpy75n9dlxQY7V7OvO9Zbu2K-9Bp7yf0JW3in2k6OnIBgc56RlO371d9Ugc62IA70zOVWW64o_ZPd8xjpfcSCmDqj-6vh1v1gYByvIJvYIHuQ0e0KD637L7gmYJlNIdG7jpCFXTPcEm3zQc-vkSkJDu1Bp7qF4ymWheZee7juk5RnLRAnCH0MmkNyY7Jar1Kk3VtNSJQbMhg_6EIwWvlCWVpvgB4ktSvfmROkmrWLPDthqBEAXN5OSM7UM2Q0pPyQh3bBU5Qp6G_Ak75eM_1i078n8vjCT_uoplQp2jiaBWRPsy8QQYH5U8MSrFYv4bwp0Rwp-sJfcAXXuK2O2y5cRGuouH5EiDkY6iiri-MLi2DfTuqMv4GJsfUraZblzyr05YVeqcnISx9QNACxfLPDSGbaBZwyN_K9z6uKY_brXgN0IbGuYIAwLNK5vKE9_QWV2rQxQuzDVzCRKN7Ahz7_QbsosvuO8CPTJTYX-4NUHqzbnnQT_zNRsH3iXhydDAEfqy6AzcSSrBIExXap3oz8EKd1ikjtOEIQ9jj3sP5k8wql51EQiv867zL_rbv5fq14Lgj0z4EHbP1du-v96RBXVDFCDEiT7WtcLfnUaCHUdw-Hr4akWj3xOZrKx_wgJMb

OpenAI’s GPT-5.2 ‘Code Red’ This Week?

## AI Breakfast

### Key Highlights
- OpenAI is accelerating the release of GPT-5.2, dubbed "Code Red," in response to Google's advancements, with a potential release as early as December 9.
- Google is preparing to launch Nano Banana 2 Flash, a cost-optimized version of the Nano Banana 2 Pro, delivering comparable performance at lower operational costs.
- Grok 4.20 emerged as the leader in Season 1.5 of Alpha Arena, generating a 12.11% return and turning $10,000 into $12,193.

### Detailed Points
- OpenAI's GPT-5.2 is designed to close gaps exposed by Google's Gemini 3, focusing on advanced reasoning, stability, and speed, with an emphasis on ChatGPT's core reliability rather than new features.
- The update is a direct response from Sam Altman, with the goal of countering Google's advancements in the AI space.
- Google's Gemini 3 Pro sets a new benchmark in multimodal vision AI, excelling in document derendering, spatial reasoning, screen comprehension, and video analysis at 10 FPS.
- Gemini adoption could lift Alphabet shares to $400, while OpenAI reassesses spending due to Google's advancements.
- DeepMind CEO Demis Hassabis expects 2026 to see multimodal models, interactive video worlds, and autonomous agents capable of sophisticated cross-device tasks.
- Grok 5 is hinted at by Elon Musk, promising a multimodal framework integrating market data, social sentiment, and macro signals, alongside a Grok Trader API for institutions.
- TruGen AI, Vector, MyBusinessFlow, Documentation.AI, and DebuggAI are new AI-powered tools introduced, offering various functionalities such as hyper-realistic video agents, on-device macOS Spotlight alternatives, growth platforms for contractors, AI-driven documentation, and browser testing platforms.
- The newsletter also covers various other AI-related news, including Meta linking its AI chatbot to CNN, Fox, USA Today, and Le Monde, Limitless joining Meta, and U.S. data centers taking years to build, while China can build hospitals in a weekend, according to Nvidia CEO.

### Important Links
- **Read Online**: A link to read the newsletter online, providing access to the full content and additional resources: https://link.mail.beehiiv.com/ss/c/u001.WAIIa-MqU2zXSjMmrH18m1Sqz19mnhEbVWH1YtqeIS8s_dBJhS-6BpIIOyc5Tgw9k_pScDsZorCLreuCWHFsEYsoBot9OAXO3tOh-2BS0I7mBSjnhGReMzP_H7YMo3sVqPSk3xdpuc4UjOlaEdWFzKHMrA_tF3K5-NDIE9PtDRk4qSwLtpUDnUl_hDlYzJi3pOHeUQDMgzJk-efXoq9h6a_6dpEuBI766mabB-i8EIynqo02UJkpy75n9dlxQY7V7OvO9Zbu2K-9Bp7yf0JW3in2k6OnIBgc56RlO371d9Ugc62IA70zOVWW64o_ZPd8xjpfcSCmDqj-6vh1v1gYByvIJvYIHuQ0e0KD637L7gmYJlNIdG7jpCFXTPcEm3zQc-vkSkJDu1Bp7qF4ymWheZee7juk5RnLRAnCH0MmkNyY7Jar1Kk3VtNSJQbMhg_6EIwWvlCWVpvgB4ktSvfmROkmrWLPDthqBEAXN5OSM7UM2Q0pPyQh3bBU5Qp6G_Ak75eM_1i078n8vjCT_uoplQp2jiaBWRPsy8QQYH5U8MSrFYv4bwp0Rwp-sJfcAXXuK2O2y5cRGuouH5EiDkY6iiri-MLi2DfTuqMv4GJsfUraZblzyr05YVeqcnISx9QNACxfLPDSGbaBZwyN_K9z6uKY_brXgN0IbGuYIAwLNK5vKE9_QWV2rQxQuzDVzCRKN7Ahz7_QbsosvuO8CPTJTYX-4NUHqzbnnQT_zNRsH3iXhydDAEfqy6AzcSSrBIExXap3oz8EKd1ikjtOEIQ9jj3sP5k8wql51EQiv867zL_rbv5fq14Lgj0z4EHbP1du-v96RBXVDFCDEiT7WtcLfnUaCHUdw-Hr4akWj3xOZrKx_wgJMb901eeTNypGofDW/4m9/ZO_S0aE-SEmlWrOa26OnIQ/h0/h001.dLScYQCB3XkH2tO1Eku4S6vjclxMFQXROOsk41XMcIU
- **Ferranti Mark I**: A historical computer system that played a complete board game without human intervention, marking an early achievement in computer strategic decision-making: https://link.mail.beehiiv.com/ss/c/u001.5eFcgNknTk209cd0CueGjNa2IUyxBF6myBBBhNr0pjNKgwBzI6aDAOHxa__6w9-Ga4iIE7pWvGHCUSaOwJKtOv9tySJ4NIycUo9BV4R4Xbr1aoDcK9xYhfTxjkhKKyVzu7DYbBxp3dq_qbnOc3UMPbpFWEV4_AqfR0NXAysmhcd8mKyfKPwm-L77A3MXgp1OBhpmL3pCD2Yd6DJH5uVouS1JqOIFIDEUsW7bGSCIq-N-IlLVSdS2JMwsz4POFnNNjCax_ntzT-EKde9UVZbYqeXzjITa3Ca9eswV9N9LstFWa-mi7m8RTvEL632ENgc9mWidkdIvd4gs7GYy8ygIFKkcO_Aupz9fNqu8vXRNhtYlp4brlrwM8lMDF7kNBpYVbCij1RhKHe4pAXTlvwqfjQ/4m9/ZO_S0aE-SEmlWrOa26OnIQ/h3/h001.sB9-sNHf1i4J75hWdQgD61MmcrMtmdGig1LMPt9ko5I
- **200+ AI-Powered Income Ideas**: A comprehensive guide to leveraging AI for financial innovation, providing 200+ profitable opportunities and strategies for implementation: https://link.mail.beehiiv.com/ss/c/u001.FfuSrbU_fIFAu99CbKjWBt-hZ1apOQKXbXvBDsWIp3eQL1CJccyoZcq7EZ_rDgFN2kggjCQO6Jv2ytgo8n4_B9GuPwrXteQUUpvqrDQe7g0oUb451Rg40U7dt_jQ2xzL38GrEX4LcgkhsvdhvGyTGu2uGigLw4NuG-Qheq7G1sus6Xo6lJMgJD8iPTDuk86Wyx5_sg4wSkdlopR6xG4c5HdKt5ugEk00ko3HxkPHFLMt0GCVw6DmFMvMnI3M2jqH1sqt1ai7GLjQ6mb94XPjdOCnyZOdVQPi7tCyUaxQHR0MCAmT2Hxz6DnfDMPX71m1b723lhqU7BqamAQpCm_jordS1VygG-Yv0EmDUK_mAxxFUWJmtilyady80H0khQMUP0Ho0uv_WvvrUvD_kMZ6oOc_4WzIQnD_ibDTLkeOny7kIR7IERLEHF3cD4Isx1ZjdOxivemtHr8J-ZczgRdyJrZWptepPsVryn4Uo5rBx2SLq2qLJDxSDuo5ubiem-xdqlmmaWIKiluB8mbpxOxeeQ/4m9/ZO_S0aE-SEmlWrOa26OnIQ/h5/h001.uvCgKOQhdMntMXVIlzUTYYMn08bu5t4jZR1BwowaP94
- **Get Your Guide**: Access to the guide "200+ AI-Powered Income Ideas" for financial innovation and AI-powered income generation: https://link.mail.beehiiv.com/ss/c/u001.FfuSrbU_fIFAu99CbKjWBt-hZ1apOQKXbXvBDsWIp3eQL1CJccyoZcq7EZ_rDgFN2kggjCQO6Jv2ytgo8n4_B9GuPwrXteQUUpvqrDQe7g0oUb451Rg40U7dt_jQ2xzL38GrEX4LcgkhsvdhvGyTGu2uGigLw4NuG-Qheq7G1sus6Xo6lJMgJD8iPTDuk86Wyx5_sg4wSkdlopR6xG4c5HdKt5ugEk00ko3HxkPHFLMt0GCVw6DmFMvMnI3M2jqH1sqt1ai7GLjQ6mb94XPjdOCnyZOdVQPi7tCyUaxQHR0MCAmT2Hxz6DnfDMPX71m1b723lhqU7BqamAQpCm_jordS1VygG-Yv0EmDUK_mAxxFUWJmtilyady80H0khQMUP0Ho0uv_WvvrUvD_kMZ6oOc_4WzIQnD_ibDTLkeOny7kIR7IERLEHF3cD4Isx1ZjdOxivemtHr8J-ZczgRdyJk8m8vrQZ9QcVMVgZZNsUQ6zYlqq2kSBU1PUUQSo90WE1WLsFeUeNSTRf6v5RL37dQ/4m9/ZO_S0aE-SEmlWrOa26OnIQ/h6/h001.1o7U6_vvx4Yk6SxAgolhosA8PZq51QwGL9Iyeh1OP6k
- **accelerating the release of GPT-5.2**: OpenAI's response to Google's advancements, focusing on advanced reasoning, stability, and speed: https://link.mail.beehiiv.com/ss/c/u001.5eFcgNknTk209cd0CueGjCZpJBSEU-NeyDADXFemPk9DrJ0x5PXpy9Yzy9EbrC4-X5J4-PeJXylOH5lwnJ9poQTwQ5XJyGh5hhZJZ34Y47unc1AxdsY_1p2bEMMaSoVuFPfGjNopt7TbsRDDUTOj1o7oBoD68vLipyRICx4qR3GE4u4BGZgHAl6Khll_v14baggQsMa6waX0PPVR_z4tHZN4ifWmZ_ZJ0L6BiBEYBAKs8-qkrCWBFJHjINL4CJJLGi471_0ExQ5IXmVbCSoZ3DA77DDG5sQlefiq30D7MAuL4UwQM1lBDa_NGP4UisRWmYghwYJ1cIXD1v0nzcajzA/4m9/ZO_S0aE-SEmlWrOa26OnIQ/h7/h001.xiEA5luHwiJS3x9ovm9CYvhT3xZz_Ib1s85ws6VRYh0
- **dial back**: OpenAI's decision to disable in-app suggestions that looked like ads, following user backlash: https://link.mail.beehiiv.com/ss/c/u001.Dt9qNH9h7te94TPDub9Cou9XWPoLd0Ogpy5rQal1lrfAjyDMrLRfImSGYzd4gdDQz8UPPERoCYlb4qpvUJ3G3MGcypqjGaNUwkheFxo5bLMAT6g8yF3hXsDtQYbm3Ff4YLfwjixi3y9posts3sZ7IZSwVLBhh0AOsglLTGvOx2U2Cma0vq7lzSkT8MOifyxRnysO3M9foov3HF7QIQAKiV1SbLrHO9tWK9CBPXMH8TTJ9yH4FduM23Y11IiPmGVCc9qySU4F5CndUmjqG90Z_XHWYTrjzqehjxs0lk90ttZvTLWuU2UgUJBsazXTbdKqDtbok7CHrLo0-ao-tJsn7ZEVZJ1paGwYWbeuTI1-ap0/4m9/ZO_S0aE-SEmlWrOa26OnIQ/h9/h001.oqpNOxMTrlFs1fVVLqTGysgrDvrytI1cT--GTRzZ5cA
- **disabled**: The feature has been disabled, and new user controls are being developed: https://link.mail.beehiiv.com/ss/c/u001.Dt9qNH9h7te94TPDub9Copaj3oBnUuGyGvlNSZD-ep7bsVIAm5YKkNOx63GXZj0N9yxZWQgVpUd6rtpcC6_gErkGj_JF5fM6ISaZFWe5fNMauTzgPMOwk18i48Usb1aXN3FKUJBr8OuclsKKmT5_RSjJ1YO1mes0DEOw537N39AEn5L4FOH0AeOCbPXtdftMxFdzNb38w7nRXD4O2ke7s1cpvGXYeQk3qN-osq8KaHQjeHoy_IMgmTo1P8fSfLr7r_7VVFhkhS1tyvCG3RGsfohKZynisgGofP5ARncDZ_cKMkZEm1Tr5OsTDfJd0qTfeW80SPerpKEkwEKohw4toVSZSrklflT3aZ52yYwNbx0/4m9/ZO_S0aE-SEmlWrOa26OnIQ/h10/h001.jGJ1CoksqkQVy1A6haxVvOxhkQD_o_1WlhI8iWuO4wc
- **slowed to 6%**: ChatGPT's growth has slowed to 6% over the last four months: https://link.mail.beehiiv.com/ss/c/u001.Dt9qNH9h7te94TPDub9Copaj3oBnUuGyGvlNSZD-ep4Nnm6MAneWBMbM_QbhDQQiSGwCj_a2c_dNRaWEqMNiPsLXxuzrz05226HNZ-64LcUJ4hcNpSeic1KRutw8b3fxm-dLJfMo-8iZPaobSAiTbx6lSyyB--2Ac4vUKtl9k4uXO6pvBUg28Abm8JpcVuBmMckXr3uv-wLkqWZ5T-qnEmQB9gVefoovHjetEB1vEHD6EyBwtNPNUJz9eUOd52JPIg_zNDPG5ALDOftddtEMHSn8kXvdSDZApbbfgKH09MK6qVxijcKvRHdMyG9TaZD1MAEY4ZVQmqUIZWOij_PNew/4m9/ZO_S0aE-SEmlWrOa26OnIQ/h11/h001.HSh2SVG2DeP4j4RhLa8at8FudbK0E8wEDt_vUS484Sg
- **Nano Banana 2 Flash**: Google's cost-optimized version of the Nano Banana 2 Pro, designed for high-volume or cost-sensitive deployments: https://link.mail.beehiiv.com/ss/c/u001.5eFcgNknTk209cd0CueGjLTXo4yyYs1dXKJXjLz9W3QJwIzAL3zW-VqTU5pA5mGb6piZ9BxCUdmsB86sAK4NO2kiBslRSavaJlkUkBVcotabPz4kqG-lY0sHPYIZHG5ZxFqC69ZscAaFQ5fBOhUaOMlpxACM_vmfGEBHwkB2J6tm7uGHV7uPHHKjlE7UvgB9KI9-OT8KDxyReX89uQ4fBUomWee5fc9js97n4OmwhcSPrGP9OQUAkmFyG12aNuO3psgM3LAwFemENCxkYnc1AKEUVzcTZ-9gC94rF2XUeqBw6xtkqOMjASPTX8EkvZ--r2n8qsNai86L6Pa8nl-T-A/4m9/ZO_S0aE-SEmlWrOa26OnIQ/h12/h001.tsY1oWKqr0yrfT4ItX_0KKOxUbRHbXjRIBXHoaJbg3Q
- **Gemini Live**: A feature bringing mobile capabilities like voice, screen sharing, and live translation to desktop web browsers: https://link.mail.beehiiv.com/ss/c/u001.5eFcgNknTk209cd0CueGjLTXo4yyYs1dXKJXjLz9W3Q4V-fpK3U95DcCZDEGZ9dSGrayYFDXGbvklvd1s2c1hVuhgroLMK7hyksEHgoZWoPEeM_2CuSP03qd6q0xp0l7WiIvwBKthbU_fQTe6xOgPv0THweojAgso0x5ydp_q0VvhRMIsSVFmCBvR8vOKEVeqTGkTuBIX7g-53ClcgHOLvnyDNzWuSMklXiuXvPbU3Ra8CeVP4rSzRwHneYsP0_aS-ZN4gFe3--NCTuJ4nVUsbtLI1DkH8gq6qgPG8WfXQqMR-7p3ZEnkGPzZ4O65o0rQqhXUdgyNg1TG-XhxixF8-n_a0__qltaR0ca8o3vorc/4m9/ZO_S0aE-SEmlWrOa26OnIQ/h14/h001.wEKC6-2wGVcr02E_w55_xjTUTC_R8gSXIPp3I9obKdU

Revealing Depression Through Social Media via Adaptive Gated Cross-Modal Fusion Augmented With Insights From Personality Traits   

In the 1940s, Katharine Cook Briggs and her daughter Isabel Briggs Myers invented the MBTI: the Myers-Briggs Type Indicator. There’s a good chance you’ve taken a test online that told you your “type”. Much of the population is either ENFP or ESFJ. Among engineers it tends to swing more towards INTJ and ISTP. The system works fairly simply: there are four pairs of psychological preferences, and each person gets assigned one of those two values, for each of those four pairs.

![](https://journalclub.io/px/RaM6yYPhNIWYhxp11Zmusi3X9WzPJJGpZfYiMWx3R3TORFitqN)

Revealing Depression Through Social Media via Adaptive Gated Cross-Modal Fusion Augmented With Insights From Personality Traits

JournalClub.io, December 8th 2025  
  

[![Thumbnail of today's episode.](https://cdn.filestackcontent.com/UPlQjCivRjuYmkAZy60l)](https://journalclub.io/episodes/revealing-depre

Revealing Depression Through Social Media via Adaptive Gated Cross-Modal Fusion Augmented With Insights From Personality Traits

## JournalClub.io Newsletter

### Key Highlights
- Researchers from the Institut Teknologi Sepuluh Nopember in Indonesia have developed a personalized depression detection model using the Myers-Briggs Type Indicator (MBTI) and adaptive gated cross-modal fusion.
- The model, called DeXMAG, can analyze social media posts and infer signs of depression based on language, personality types, and cross-modal fusion of text and image features.
- DeXMAG outperformed other models, achieving over 95% accuracy in detecting depression, with high precision, recall, and F1-score.
- The model incorporates MBTI traits as explicit input features to enable more nuanced interpretations of linguistic and behavioral cues.

### Detailed Points
- The Myers-Briggs Type Indicator (MBTI) is a framework that categorizes individuals into 16 personality types based on four pairs of psychological preferences: Introversion/Extraversion, Sensing/Intuition, Thinking/Feeling, and Judging/Perceiving.
- The researchers used a dataset of 6,000 Twitter users, with depression labels assigned based on user self-disclosures, to train and test their model.
- DeXMAG consists of four primary components: text feature extraction using transformer-based models (RoBERTa and MentalRoBERTa), image feature extraction using CNNs (VGG-16 and ResNet-50), MBTI trait inference using a GloVe-BiLSTM model, and modality fusion using adaptive gated cross-modal attention.
- The model uses adaptive gates to selectively enhance or suppress modality contributions at the feature level, allowing for dynamic modulation of the flow of modality-specific features based on contextual and personalized cues.
- Ablation studies showed that incorporating personality traits significantly improved the model's performance, with the text-only configuration providing a strong baseline for accuracy and the image-only configuration being weaker but still capturing some meaningful cues.
- The researchers discussed the importance of considering individual differences, particularly personality traits, in depression detection systems, as depressive symptoms can manifest differently across individuals.

### Important Links
- **Read the Original Paper**: https://journalclub.io/track/Y8KtpmHsjSMEySs7QIrYWsbyh3P0B45cbWZBQXbqMwPIOVM2G7
- **Watch or Listen to the Episode**: https://journalclub.io/episodes/revealing-depression-through-social-media-via-adaptive-gated-cross-modal-fusion-augmented-with-insights-from-personality-traits?token=R5EkbEWHJUQ1q45ytO2my0rJwt1XYp4EZl7Rdu2eOib46RG4lR
- **Privacy**: https://journalclub.io/track/ZPPTvpPvCtQUtstA6yq3mEio7UCyN9gkTKWfIRSBfAKyCx4NQW
- **Preferences**: https://journalclub.io/track/YbRgygVsUew81dmm4X3OcSMxRKK3nCQcJWmNLmxUTFaTBP64jt
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Warp’s biggest Agent update just landed at #1 on Terminal-Bench

👀 GPT-5.2 arriving early?

ALSO: How to talk to any book with AI  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌

December 08, 2025   |   [Read Online](https://link.mail.beehiiv.com/ss/c/u001.QR8PDET7GVRZS9oWC_jpgH-qigySh3hAoVuoVNaPnGWs1J-yxnywgQYYxRiKSzq1kwvcVuPV4ac6KkMcqOI6CPzOT0A7K3UPJYZsFACP7jtRMPULyWIRAQzJcbYoKl2wU97A1MkMuXD9zuDQmxDQ3RcbVcnn_YY7edOm7xeAe18N6q4jmks18nGu2i0GI86EBOeJbpbU6ue4ZTbKf0Qp-z8e4A7GmA9G-rrek1mcyTQQlg8194mEvEzSdvMWV8BpywEgfLjhZlnPfEoKQvodeZUCwLG7nobPl5_uPLQZgansfpR8-feYdp9OeeOVLyg_HBRzkAyCtihheLHChah4hYWdEcZp8fC2ErdwkSDkbnzbMFvdkF7b-eBN7FU1nBH_5WMskLE4PDqZW-VQ9XXJNqqvaaxQBjxFlTbQcTJF08m3T51CJ63G1euwhd3XTsO3WWSW_A

👀 GPT-5.2 arriving early?

## Superhuman Newsletter

### Key Highlights
- OpenAI is reportedly launching a new model, GPT-5.2, as early as this week in response to Google's Gemini 3 Pro.
- Apple's head of AI, John Giannandrea, is stepping down, and the company's models team has lost several employees, including senior AI scientist Ruoming Pang.
- A six-person startup, Poetiq, claims to have beaten big labs on the ARC-AGI-2 reasoning benchmark at half the cost.

### Detailed Points
- OpenAI's GPT-5.2 launch is accelerated to close the performance gap with Google's Gemini 3 Pro, with the release originally slated for late December.
- Apple's employee exodus in key AI roles, including John Giannandrea's departure, is reportedly tied to the company's decision to outsource AI technology to Google, with many employees heading to Meta or OpenAI.
- Poetiq attributes its breakthrough to a meta-system that orchestrates several existing models instead of building a new one, achieving top spot on the ARC-AGI-2 benchmark.
- Warp has launched its biggest Agent update, propelling it to #1 on Terminal-Bench and #5 on SWE-bench Verified, ahead of Claude Code and Codex CLI.
- The update includes full terminal use, supercharged planning, and full lifecycle support, allowing agents to interact with long-running commands and generate insights on demand.
- There are various AI tools and products mentioned, including ElevenReader, Opus, Claude Code, and Substrata, which offer features such as time-blocked scheduling, AI-powered language translation, and sales analysis.

### Important Links
- **Read Online**: https://link.mail.beehiiv.com/ss/c/u001.QR8PDET7GVRZS9oWC_jpgH-qigySh3hAoVuoVNaPnGWs1J-yxnywgQYYxRiKSzq1kwvcVuPV4ac6KkMcqOI6CPzOT0A7K3UPJYZsFACP7jtRMPULyWIRAQzJcbYoKl2wU97A1MkMuXD9zuDQmxDQ3RcbVcnn_YY7edOm7xeAe18N6q4jmks18nGu2i0GI86EBOeJbpbU6ue4ZTbKf0Qp-z8e4A7GmA9G-rrek1mcyTQQlg8194mEvEzSdvMWV8BpywEgfLjhZlnPfEoKQvodeZUCwLG7nobPl5_uPLQZgansfpR8-feYdp9OeeOVLyg_HBRzkAyCtihheLHChah4hYWdEcZp8fC2ErdwkSDkbnzbMFvdkF7b-eBN7FU1nBH_5WMskLE4PDqZW-VQ9XXJNqqvaaxQBjxFlTbQcTJF08m3T51CJ63G1euwhd3XTsO3WWSW_Axe-AkAdkj0YbbGMOhX51qIJH3OPGG9a4BS-8t4JYR5LTtKHW_rm5ycWkmg8zamsOQUZJEyojOgto_kVebYXIe_shKpqTCNLwgi9ygV5LDCdApL5aKEK_zmWoNbZ_o6Vap4siETwQgnk73Xzr9wEAiRBh9rOLDW5QoGMo5UnS9EIvI6LZKibrVLbM9gcaQLIacoPOK19EpbRhiRpHB7XK7Wizl7aJIE_d0gK4SUf96_lJHvI5RFlE20YfPxS91phOqz3Jj110zGGR2R9yKig8vLFwVywuuyAERncMQU5VE-KCi4D1_abzv-AFFE2tqO__OiWthLSFeFAdYVz5yjSBnLtchzthtl9RHbTaUq1grZ3PaXEDnwe2bRnviJ/4m9/L3wuOFi2RK2ISk0sRHDcUQ/h0/h001.fXHyU32yHsVulLPSdYb1VPr7DoXIuHTgS-EpR97E3gw
- **code red**: https://link.mail.beehiiv.com/ss/c/u001.QR8PDET7GVRZS9oWC_jpgAkhVM8LUZS9VAifu23CCEFwEklc6yZo5L35TKQK24yJmFmgGKfmgv1GzoTv55DOkkIVmxA7hSWQuZozZ-PifUIhI2vEFtMayV19QDHntopalnm5WFHRFTSdIGYH4VCBCedi7_ZOdh-xd7-cWn-pj6PWvBNz9i-HXcjXgQu4KmtkFHjMk8udXaDX1vC0HqhbgHzcKGwNDPREXCdU3ifGM90ex7ZypcsCt1XTMHSCaNQYKrKiYourJLVPeq7mDZw-A2eh_FbsZuadUUhp8iQu7gY/4m9/L3wuOFi2RK2ISk0sRHDcUQ/h1/h001.1pkWuP35CtZ3G9VvLXLI8OH29cTCPlyeDFZcDefSIN8
- **reportedly**: https://link.mail.beehiiv.com/ss/c/u001.QR8PDET7GVRZS9oWC_jpgPoZ6Aux8YMx7lEWao6em7mkpnwDsAkaewxkoslLxve4HMhDPpBeyXCu59Cv5S9auvCilD_qAYXaC_WcBCibY67ZLReNvseQ60qLjfkLHkJg9vpaG6rPPztzlU9Xi-SKqyvTJx5WC39xhe9PDYPOrCxpghxV4tiDeZHfibKO5pp7Z8ioVmrwsME5Ang1UXjzQYatewXgUzUnVejNB8xcGcwhMWIBzikOhSQb3kXRioQ9DG6Kyjn3bRLvY4cVQzJ1fDbhr_H5b-KrBFjR_uHvvfygMzOXW_Vpr--cbiqyqOeT/4m9/L3wuOFi2RK2ISk0sRHDcUQ/h2/h001.YKO-p4aQyL_mru16CzFxfk87kPQyz5NVztV4gILcTrY
- **release a new model**: https://link.mail.beehiiv.com/ss/c/u001.LDkxbMa7NCxUGG7E2Yh3AHPWCbYlT6kWlw_ZnXVWFnUiA0NDtpL5rePtbgXZ5s2tltOSj8yzi-kUQLj9uOJDKtdoX1XM8mW4uxmj4uCyePV3NnnUWyR7VpDgJ6AILITFUXIxdrxOSTYDmsvMUDDhYjViggdMwwyTEKvI_kP4iHZB0Y6TusvdHAeLyULDvfxW-Idpj6Wfjnq5pUDIGfYS_ztyKqoLhXjwFVc9mc0Qh9eQY_bdTmZQtjgvb6tccw5l/4m9/L3wuOFi2RK2ISk0sRHDcUQ/h3/h001.l7tqUbSsMOaGaKEoM8szH_jWsl8fkeMjiVk9-XBPsyg
- **ARC-AGI-2**: https://link.mail.beehiiv.com/ss/c/u001.Nip_UK5BFIEP7ebSvurEeXpHaKGkZJNglL1yRQfQA2Pw-YkKRfhKUPeaciPjdi_JXP0nIkVSXAUtcmeLPMkhx_2XM-Bthur-EfjfhJ5kVUerpCjFyUKrX_8_k-3PaxBTebSltA_WQfPDuAPgw18e3G7yFLXh8oEdmycyVSiyKQ7_5O6wQ-1JLNN1cO07yLSHiAHXWtxJ3RA_7q5ValTtkw1SFCqw3KZzb9ApSV2SfWw_SmHVy8dOabvjcZChZgvd/4m9/L3wuOFi2RK2ISk0sRHDcUQ/h6/h001.f5n1pX1EUXMqX7dNwPzmGZrJkvvO4R9ykPb5s3zs0HU
- **Warp’s biggest Agent update just landed at #1 on Terminal-Bench**: https://link.mail.beehiiv.com/ss/c/u001.QR8PDET7GVRZS9oWC_jpgKJ-3xlnXggVzntMf3_2ftbr17_zALSPfE_nLZUn4dfFlkB0pgAA_SqCIgPNb9SIr7wAciwHucAK9mBKMUfayKo1d8oHdQ2iQwHXo901-OwOJltXFC83FLkLPcxHTAfZ05RvHyJegweBmuhvyg4ZOZ6KCWhwJ3tuxMkodwhEK8FO1tuyOzJ5ZDpg7Xoq7Mg7VUodWciwA7_J5dJ2yv1TOpwjC3R3aDnLFfUtMSDzjIyrRHmIJngloO7YlFNpIyWnHw/4m9/L3wuOFi2RK2ISk0sRHDcUQ/h8/h001.Hjv2GPiWRbN95s41wUBEzIwnXZ-IxM635e1Cy-7JtaM
- **Agents update**: https://link.mail.beehiiv.com/ss/c/u001.QR8PDET7GVRZS9oWC_jpgKJ-3xlnXggVzntMf3_2ftbr17_zALSPfE_nLZUn4dfFlkB0pgAA_SqCIgPNb9SIr7wAciwHucAK9mBKMUfayKo1d8oHdQ2iQwHXo901-OwOJltXFC83FLkLPcxHTAfZ05RvHyJegweBmuhvyg4ZOZ6KCWhwJ3tuxMkodwhEK8FODKfbW3_NCLmKeClVYDyl26e3sAYpPidxDk4Cxb9ejTjsMua3uQpA2y8OZ23TjHleuxbZWsehCP-8ZHuz8DO3fw/4m9/L3wuOFi2RK2ISk0sRHDcUQ/h10/h001.dcyr0541x5BJ7REjiyX62xvzkhDWNuuVghgciFIjjdk
- **Here**: https://link.mail.beehiiv.com/ss/c/u001.JtFbHcnj7MmUqbdsCSlCvKW9KjijGy13HjHQjb6Sp9NebJ2RbVXcl6eZ7lVxx___2eZH4VHpEHOvekYMCyDLn3axfTa6aFLusd-5e3OhYmJErs71htOUU8ubVEoylCSg6hw_GGltA_5PfB034yNmzO-nkGTdITZDG9gL2RVmMPMDYnz7se6EBL7xURpyG_WVwSTEz3JeTtXT5wYYZXaiVEOQHa7U2D62cPnsI7Vrjw0/4m9/L3wuOFi2RK2ISk0sRHDcUQ/h7/h001.BprbedxgJhfFaVnlpCQxj2KnBMuyAYtuj3K3z6yjP2U

TLDR AI

Meta has acquired Limitless, a startup known for its AI pendant that records conversations. Limitless will cease hardware sales ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ 

  

[Sign Up](https://tracking.tldrnewsletter.com/CL0/https:%2F%2Ftldr.tech%2Fai%3Futm_source=tldrai/1/0100019afe6fe756-48af9866-153a-47a3-afd3-0820bf3bc54f-000000/29EWUeLbXDe5zuxKBEaxu53OoGvntRIclRlwo2luW4s=434) |[Advertise](https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fadvertise.tldr.tech%2F%3Futm_source=tldrai%26utm_medium=newsletter%26utm_campaign=advertisetopnav/1/0100019afe6fe756-48af9866-153a-47a3-afd3-0820bf3bc54f-000000/AH5XH0CbTSqGEesxYewY23z7WzGYyVJ20wd6pLWgbYI=434)|[View Online](https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fa.tldrnewsletter.com%2Fweb-version%3Fep=1%26lc=ebfdb1de-5f8e-11f0-b480-01ccef142158%26p=fb3f2e98-d42d-11f0-b608-c5f7f6c8380b%26pt=campaign%26t=1765205337%26s=f3e27bf35f0336f62a3631b1b2755abfff8e9441b197

Meta acquires Limitless 🤝, Gemini Nano Banana 2 Flash 🍌, OpenAI GPT-5.2 5️⃣

## TLDR AI Newsletter

### Key Highlights
- Meta has acquired Limitless, a startup known for its AI pendant that records conversations, and will cease hardware sales but continue to support existing products for a year.
- Google plans to launch the Gemini Nano Banana 2 Flash model, which matches the performance of the Nano Banana 2 Pro at a lower cost.
- OpenAI could be releasing GPT-5.2, focusing on speed, reliability, and customizability, in response to Google's release of Gemini 3.

### Detailed Points
- Meta's acquisition of Limitless is part of its expansion into AI hardware, with the Limitless team focusing on supporting Meta's existing AR and AI wearables.
- The Gemini Nano Banana 2 Flash model is expected to provide high-quality outputs suitable for large-scale deployments, aligning with Google's strategy of model tiering for cost optimization.
- OpenAI's GPT-5.2 update aims to close the gap created by Google's Gemini 3 release, with a focus on speed, reliability, and customizability.
- Miro has released a guide for AI prototyping, including a question set to define requirements and priorities, an AI prototyping landscape overview, and a tooling evaluation framework and scorecard.
- The ARC Prize 2025 results and analysis have been announced, with 1,455 teams submitting 15,154 entries, and all winning solutions and papers being open-source.
- Google Research has released papers introducing Titans and MIRAS, which combine the speed of recurrent neural networks with the accuracy of transformers, advancing the concept of test-time memorization.
- cuTile Python is a programming language for writing parallel kernels for NVIDIA GPUs, providing portability across different NVIDIA GPU architectures.
- Reformist reinforcement learning has been found to have a strong niche in fine-tuning language models, but its techniques are often bad.
- Cisco Nexus and NVIDIA have partnered to deliver new AI innovations, including the ultimate 51.2T Cisco N9100 Series AI switch with NVIDIA Spectrum-X Ethernet switch silicon.

### Important Links
- **Miro Guide**: https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fmiro.com%2Fresources%2Fai-prototyping-landscape-guide%2F%3Futm_campaign=glb-26q4-nsp-wp-c3_o2-prototypes_product_guide%26utm_source=tldr%26utm_medium=paidmedia%26utm_content=sponsorship%26src=-tldr_glb/3/0100019afe6fe756-48af9866-153a-47a3-afd3-0820bf3bc54f-000000/H50hKCJFnS4eDz9ml8bzOpwnzNxt9qMikXxcRP5cOzM=434 (AI prototyping landscape guide)
- **Meta Acquires Limitless**: https://tracking.tldrnewsletter.com/CL0/https:%2F%2Ftechcrunch.com%2F2025%2F12%2F05%2Fmeta-acquires-ai-device-startup-limitless%2F%3Futm_source=tldrai/1/0100019afe6fe756-48af9866-153a-47a3-afd3-0820bf3bc54f-000000/UtvAopKjeBL8Cmh-gtDJPZhIgUU4En8zpmgngQHJX_0=434 (article on Meta's acquisition of Limitless)
- **Google Gemini Nano Banana 2 Flash**: https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.testingcatalog.com%2Fexclusive-google-set-to-launch-gemini-nano-banana-2-flash%2F%3Futm_source=tldrai/1/0100019afe6fe756-48af9866-153a-47a3-afd3-0820bf3bc54f-000000/d26yMtR7fNHownHrk-j6wZsz6cKmWvvkLai3Gj9utTs=434 (article on Google's Gemini Nano Banana 2 Flash launch)
- **OpenAI GPT-5.2**: https://tracking.tldrnewsletter.com/CL0/https:%2F%2F9to5mac.com%2F2025%2F12%2F05%2Fnext-chatgpt-upgrade-imminent-following-code-red-declaration%2F%3Futm_source=tldrai/1/0100019afe6fe756-48af9866-153a-47a3-afd3-0820bf3bc54f-000000/GF-387gO7W8xa5tHzj1OS67CTTB-sv-iI9Z-mViwVy4=434 (article on OpenAI's GPT-5.2 update)
- **ARC Prize 2025 Results**: https://tracking.tldrnewsletter.com/CL0/https:%2F%2Farcprize.org%2Fblog%2Farc-prize-2025-results-analysis%3Futm_source=tldrai/1/0100019afe6fe756-48af9866-153a-47a3-afd3-0820bf3bc54f-000000/BAAm7hscIlxeCOXGoY5_LZl76Gz1PCIHntDBC-U3bfw=434 (article on ARC Prize 2025 results and analysis)
- **Titans and MIRAS**: https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fresearch.google%2Fblog%2Ftitans-miras-helping-ai-have-long-term-memory%2F%3Futm_source=tldrai/1/0100019afe6fe756-48af9866-153a-47a3-afd3-0820bf3bc54f-000000/c2qUxvQsVxO5sr-IHKVCdC8S0No_5ofbAOrtYnWXkPY=434 (article on Titans and MIRAS)
- **cuTile Python**: https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fgithub.com%2FNVIDIA%2Fcutile-python%3Futm_source=tldrai/1/0100019afe6fe756-48af9866-153a-47a3-afd3-0820bf3bc54f-000000/l4MHfStbRgjKlNCT0Z6avbML2zDL6ZlgxNVkiTpQiEE=434 (GitHub repository for cuTile Python)
- **Reformist Reinforcement Learning**: https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.argmin.net%2Fp%2Ftheres-got-to-be-a-better-way%3Futm_source=tldrai/1/0100019afe6fe756-48af9866-153a-47a3-afd3-0820bf3bc54f-000000/xRHwI3QQw3q3hYMlCKLX7OG5aI3xHLIttuludoeXXxU=434 (article on reformist reinforcement learning)

   

![group image](https://assets.skool.com/f/b51c57150c70495899bf4bc8aaee8166/071e29ca1eec4c4c851bf1e4f705e1d13fd7d1ff1ce9450da0a8e5d902736755)

AI Automation Society

[![skool logo](https://assets.skool.com/skool/3824c26a881e434fb0710f1c257ef501.png)](https://link.skool.com/ls/click?upn=u001.wK6x93jhdVos-2F3TofGJCJqYIach7-2FtMhH3n-2Fh9qG9l0GnWL4PQOS-2FZ5VkS4LpRux6cLnt8iwWzMy60vV13NsmX7JmmIGnnR-2BI-2BCOnj53VQbqW0DvdE-2BQJ-2FnqYwLp0unsUiIenBGpFtybh9FsjUwww0HdRVZlHZenYus8NkUNzkOz2LNxvy4cVAqHDnCHBk-2FTB-2B2BW-2F3uz3yVsaj-2F1fyQ3-2FemWXfRNruYz3DhC-2BK4wPc-3D_O-1_dhmFokmJdYhJ7cOq2uAxQbs-2FJ9rdv-2B8XUdt4bEaaXnETGAW5pCoxqmB9U4HcUgw2jEsWClLRMUYZZ8KYTITMXPbIIzS8qvKJVY-2BpZ-2FC1DauDyNfLtlw4H612JZBs0o53QusCuqBK2OqL4VdEmYh51pmML6w9IIbQJr-2BnMyOwibulX4PUuqVY9-2BADRaklmYXww-2B-2B7cYVlpWQq1TBuzRGpIG852J8yBGr9XHgkwBwat81J4rIg7ITMX6-2FL0JcaCdcRunI6zse9yMTecc0ZiX819I3LpS2ThJNGMk-2ButXBMfYwv7peNNqoMD8KM-2BiE2oexmxGOC8i49aA9mp-2Br1OshbaDahTdcDl2TDRKKFDgjIXKzBfJavOrxY2JvapemHuU16tRNNPOq3fM0IOk-2FfhfZed5t

2 new notifications since 7:19 pm (Dec 8, 2025)

## AI Automation Society (Skool) Newsletter

### Key Highlights
- Nate Herk posted a poll about n8n animations, asking users to choose between two versions.
- Nate Herk also shared a new video about n8n 2.0, highlighting the updated UI, smoother animations, and behavior changes.
- The newsletter provides options to change email notification settings from hourly to daily or weekly.
- The AI Automation Society (Skool) invites users to start their own skool.

### Detailed Points
- The newsletter mentions two new notifications since 7:19 pm (Dec 8, 2025).
- Nate Herk's poll asks users to choose between two n8n animation versions, with the option to view the post and participate in the poll.
- The new video about n8n 2.0, shared by Nate Herk, discusses the refreshed UI, smoother animations, and behavior changes that make building automations more intuitive.
- The update brings significant improvements to n8n version 2.0, affecting user workflows.
- Users can change their email notification settings from hourly to daily or weekly, depending on their preference.
- The AI Automation Society (Skool) provides links to change notification settings, view the group, and start their own skool.
- The newsletter includes links to instructions and important resources, such as starting a new skool.

### Important Links
- **View post: n8n animation poll**: [link](https://link.skool.com/ls/click?upn=u001.wK6x93jhdVos-2F3TofGJCJiV0Exb-2FxIwYWvb9fivXsA0S6tWSRfpfwtIdwNi6YGOo6zshcxl6JdX9znRuB7RfyxuxpMXq7rQEdlsFyGL3seQ1UCi0szereBb2ZW5WBZTG4rySzhA8wxbLc4Nxo0VgPMqSj0SrtG7O2IthJwdoTlwiNMp1ZbnCE9l-2FuYMv6WlEa8ND_dhmFokmJdYhJ7cOq2uAxQbs-2FJ9rdv-2B8XUdt4bEaaXnETGAW5pCoxqmB9U4HcUgw2jEsWClLRMUYZZ8KYTITMXPbIIzS8qvKJVY-2BpZ-2FC1DauDyNfLtlw4H612JZBs0o53QusCuqBK2OqL4VdEmYh51pmML6w9IIbQJr-2BnMyOwibulX4PUuqVY9-2BADRaklmYXww-2B-2B7cYVlpWQq1TBuzRGpIG852J8yBGr9XHgkwBwat81J4rIg7ITMX6-2FL0JcaCdcRunI6zse9yMTecc0ZiX819I3LpS2ThJNGMk-2ButXBMfYwv7peNNqoMD8KM-2BiE2oexmxGOC8i49aA9mp-2Br1OshbaDahTdcDl2TDRKKFDgjIXKzBfJavOrxY2JvapemHuU16tRNNPOq3fM0IOk-2FfhfZed5tVHnzxdZ80-2BIB-2FCAhozEaQ0r2xcAXO1gejQJzYmyriKufRs-2FnNkoRrdYUgaOjWWqySIuxt9wDYIumU87-2F6hIIG4jI0xUvVOCKZeD7tM-2BZF1fb9Y8F1ZAjDGDKEuZnV5w-3D-3D): Participate in the n8n animation poll.
- **View post: n8n 2.0 video**: [link](https://link.skool.com/ls/click?upn=u001.wK6x93jhdVos-2F3TofGJCJiV0Exb-2FxIwYWvb9fivXsA0S6tWSRfpfwtIdwNi6YGOoYguDBnq76GR9Nbg2U76VtxFoz1kEvOPV8JkOzQUr7J1Sq3z8u05HvUX1-2B8HCcmaunJlr8zOdQ6pLcrgQPuAHMlK4bdQEKbUgpMk-2FTjquxIhcViNX2vwoqVxEOGbas-2BjFJ3XLGm14p8-2F6tW8gZGQslQ-3D-3DLbyK_dhmFokmJdYhJ7cOq2uAxQbs-2FJ9rdv-2B8XUdt4bEaaXnETGAW5pCoxqmB9U4HcUgw2jEsWClLRMUYZZ8KYTITMXPbIIzS8qvKJVY-2BpZ-2FC1DauDyNfLtlw4H612JZBs0o53QusCuqBK2OqL4VdEmYh51pmML6w9IIbQJr-2BnMyOwibulX4PUuqVY9-2BADRaklmYXww-2B-2B7cYVlpWQq1TBuzRGpIG852J8yBGr9XHgkwBwat81J4rIg7ITMX6-2FL0JcaCdcRunI6zse9yMTecc0ZiX819I3LpS2ThJNGMk-2ButXBMfYwv7peNNqoMD8KM-2BiE2oexmxGOC8i49aA9mp-2Br1OshbaDahTdcDl2TDRKKFDgjIXKyJYQnjnGe8p-2BQbMIgEiPKTYG6OcoDwsLxVdHpkiwtA0sRc4zG-2F0NsHkvFZWIrP4Q8kfu4o0gfI00-2Fp8QysE1Hv6B5Wx-2FZaz-2FFiIspnQp0JSC5txYp8cCYgI8ez-2Ff3DUnWpizWo2KxZv1l4rchfFDkG0BjJra5LXVOhfzOM-2Fg0oOg-3D-3D): Watch the video about n8n 2.0 and its new features.
- **Change to daily notifications**: [link](https://link.skool.com/ls/click?upn=u001.wK6x93jhdVos-2F3TofGJCJv2x-2FXYKi-2F266Yv7HF2lGr0J8iLC-2Bd-2BwfAapeJQNe9hYbeSKeoGpXaF70juVEc5CDHhnSUHwRrXKOzOsiN01rBhQGhduKlNrQAyw2Ejavpy0-2Fqn99SdrqECeV-2FRl9VHvWhDwcRubmMe6JxM4s7PPGICTv1p-2FWpyDPpYK-2Bb9bj33eHWQgJfzea7JijsfDda5yXw-3D-3D3YZH_dhmFokmJdYhJ7cOq2uAxQbs-2FJ9rdv-2B8XUdt4bEaaXnETGAW5pCoxqmB9U4HcUgw2jEsWClLRMUYZZ8KYTITMXPbIIzS8qvKJVY-2BpZ-2FC1DauDyNfLtlw4H612JZBs0o53QusCuqBK2OqL4VdEmYh51pmML6w9IIbQJr-2BnMyOwibulX4PUuqVY9-2BADRaklmYXww-2B-2B7cYVlpWQq1TBuzRGpIG852J8yBGr9XHgkwBwat81J4rIg7ITMX6-2FL0JcaCdcRunI6zse9yMTecc0ZiX819I3LpS2ThJNGMk-2ButXBMfYwv7peNNqoMD8KM-2BiE2oexmxGOC8i49aA9mp-2Br1OshbaDahTdcDl2TDRKKFDgjIXKzizbsvT-2Fwx0JYZT8zmLqeg6pPu29vHoUL1Q3pIrjvFKnXYSEQ8tNBQp0HPxOYN4lsNZTJrF-2Bnb9RrJe-2BQ1cQTYSqBd60uU11sD-2B0CZbkh2e1YPwN-2FaZ-2BBj1YQTYEYn78eij-2B8Zq-2Bew-2FoEg8tWrOLJOmmPftEgc3ZQTW44BN9nY4Q-3D-3D): Change the frequency of notifications to daily.
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My Resume Got 0 Responses. ChatGPT Fixed It. 8 Interviews in 2 Weeks

❗️Including the ATS hack that HR departments hate...  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌

December 08, 2025   |   [Read Online](https://link.mail.beehiiv.com/ss/c/u001.Am4x4EGNsGpeb7n8Mnt4eNVP7YBCt3tcsDQCizzCgLYeDIF-bhOYlbB5cnWhciw2uCyA4ft9PSdPo0k7YibX_J5N4xbGXr8SGc4cJ9Rx5V-d0drdcD8zLJ5J8MInzPPTUnMM6YjzSnpZRxUxCPwdPDW1BVA5QCOf7GoVkLyXjcFKpf6xJM_KjmheL3DPavImBNa8ysIphsKqGXhIdw0Ea6JGT8TVoYsEGoDQieTs3dGhK2GhnytTwj5jPOUwdV7JZom4NkC90DA6wRNtZhXkEo3qUnM40le56vJauO-GraGj6BwH-giATfm3Q8rNc6eMYhliq2xx8YdVXuoamcHtC6dYZviZA6Vq1T-EFXNXU0zrROexiY8oUIqrCaR52ULMMnJ-tiwlZDnDq

My Resume Got 0 Responses. ChatGPT Fixed It. 8 Interviews in 2 Weeks

## Daily ChatGPT

### Key Highlights
- The newsletter discusses how ChatGPT was used to improve a resume, resulting in 8 interviews in 2 weeks after initially receiving no responses.
- It highlights the use of specific prompts to optimize a resume for Applicant Tracking Systems (ATS) and to improve its overall effectiveness.
- ChatGPT's capabilities in resume optimization, interview preparation, and salary negotiation are showcased.

### Detailed Points
- The author had sent out 127 applications over 3 months with no callbacks, indicating their resume was not effective.
- By using ChatGPT with specific prompts, the author was able to optimize their resume, leading to a significant increase in interview invitations.
- The prompts used included an ATS scanner, keyword extractor, achievement translator, and job description decoder among others.
- These tools helped in identifying missing keywords, translating experience into relevant skills, and creating a summary that addressed the job requirements directly.
- The author achieved a 40% interview rate, significantly higher than the industry average of 2%, by applying these techniques.
- ChatGPT was also used for interview preparation, including generating answers to common interview questions and questions to ask the interviewer.
- Additionally, it was utilized for salary negotiation, resulting in a $25K higher salary than expected.
- The newsletter emphasizes the potential of ChatGPT in revolutionizing job application processes, making traditional resume writing services less necessary.

### Important Links
- **Read Online**: https://link.mail.beehiiv.com/ss/c/u001.Am4x4EGNsGpeb7n8Mnt4eNVP7YBCt3tcsDQCizzCgLYeDIF-bhOYlbB5cnWhciw2uCyA4ft9PSdPo0k7YibX_J5N4xbGXr8SGc4cJ9Rx5V-d0drdcD8zLJ5J8MInzPPTUnMM6YjzSnpZRxUxCPwdPDW1BVA5QCOf7GoVkLyXjcFKpf6xJM_KjmheL3DPavImBNa8ysIphsKqGXhIdw0Ea6JGT8TVoYsEGoDQieTs3dGhK2GhnytTwj5jPOUwdV7JZom4NkC90DA6wRNtZhXkEo3qUnM40le56vJauO-GraGj6BwH-giATfm3Q8rNc6eMYhliq2xx8YdVXuoamcHtC6dYZviZA6Vq1T-EFXNXU0zrROexiY8oUIqrCaR52ULMMnJ-tiwlZDnDqdyf-xrpzEBFQvP1yIVUutorRHZU94R-bPHmGFuUFt8ZEGsJl8m7Ly-jxEOnyR6tsqG50LgnG6FRb6YDlhb7OAbszJFovWrF4CR5nxubEPbJlBXkBLi_C8KoCqtkgduxb0wN_RIaVwiSlDj-ueVZMotfCERdK_n9etjmQSO8uo6-E_tWeun7SLZVr33lWHeCM-mT7Uae_SjLl_ZW-x-MaXlPOpOuzSVjSsT8Qdt3Pg9jeNmJVPRLpVlZapqkTe3jLmB-JxWFIho-27LWuWk7DgHwTB4wmi5WUmzQZKE97IBq11_LUobBG6hu7NVhzdOLRdBllNkwSQSqTagyDuLCV65UksJTQMBWv9TWxxheLHlu1JiT0c84E5ECB621_ythv0doK8_sbV1OYT19i03rK64UwXtwbpmrLhuhtmJT3qB1YCuP597d95bGzZ7ANum1QhplCE5SqjYxxmsXHFoWJwtMwLANvXgQkD3pep1B29GONPgjIg1Mldm2ds_AB3IWdv0wfyMHEI_hsKADFvKfUx6yexF057RLk2weHec1_GXtRoHiOxHcQOxVP1RKf2vQH5Ef4AzqSw/4m9/HFikTH90RY-On7xm8FVljw/h0/h001.wO1UAeaBVe0W9gYyEenSD5rW0V7wiWpbcB4S_qWF-aE - To read the full newsletter online.
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Publishers are officially done playing nice with AI

Yes, this is the pressure needed to set boundaries.

Not really, the tech will move faster than the courts again.

Perplexity got hit with another lawsuit

\+ Meta shifts its AI news strategy  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌

08 Dec

![](https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/user/profile_picture/c5bea277-8b68-4461-a46b-8d957f528411/thumb_PP_march.png)

![](https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/user/profile_picture/a2cbc92b-5125-4055-a532-5074a321204b/thumb_Untitled_design__37_.png)

![](https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/user/profile_picture/d

The Times vs Perplexity

## Mindstream Newsletter

### Key Highlights
- The New York Times has filed a lawsuit against AI search startup Perplexity, accusing the company of using its journalism without permission.
- Meta has expanded its AI partnerships, announcing that its chatbot will now use information from CNN, Fox News, USA Today, and People Inc.
- The lawsuit against Perplexity is part of a wider industry push for licensing and compensation from AI firms.

### Detailed Points
- The New York Times claims Perplexity uses its journalism without permission, including paywalled material, and is seeking damages and a court order to stop Perplexity from using its work.
- Perplexity has introduced revenue-sharing programs and signed a licensing deal with Getty Images, but the Times argues its content is still being used without agreement.
- Other outlets, including the Chicago Tribune, have recently made similar claims against Perplexity, and the company is facing growing scrutiny over its data practices.
- Meta's new partnerships are part of a shift towards licensing as legal disputes grow, with other AI companies following a similar path.
- OpenAI has licensing deals with outlets including The Wall Street Journal, the Financial Times, Future, and Vox Media, while also facing its own lawsuit from The New York Times.
- The shift towards licensing follows Meta's decision to move away from traditional news deals and close Facebook's News tab.
- Courts are still deciding how copyright rules apply to AI training and AI-generated answers.

### Important Tools and Technologies
- Aithor: An AI writing and paraphrasing tool that generates clean essays, articles, and rewrites on demand.
- Learn Earth: An AI-first adaptive learning platform that builds personalized study paths, generates dynamic lessons, and tests knowledge with tailored practice.
- UniFab Video Enhancer: An AI-powered video upgrader that boosts resolution up to 8K, converts SDR to true HDR, and smooths motion to 120fps.
- Kilo Code: An open-source AI coding agent for VS Code that writes code, automates tasks, and speeds up development.
- Luppa: An all-in-one AI marketing platform that creates posts, visuals, videos, emails, and blogs, then schedules, publishes, and analyzes them.

### Important Links
- Matt V: https://link.mail.beehiiv.com/ss/c/u001.NDEKvrcAp36_oNtoPadwALD92hsUMpMVhONPx5PZv60tF-kS0IgjCSiiHb0oyFODmkMEZdQhSe2B2kXU67-SWwC7ww5fs3TZFxjMTYpopPvMtiETjHEwZKKHHem7Ojj6DPZ7QA7-9x91j-hkIW9wrUx2t9gWSStdn6JZiXPD-eafmrAqdtGOSnJzqCP7R3TIIujNs8X_O7R1Ry21c-I4qrVYAGlHb_zqrLEgZrzSETVDOWHjHh0iY0088EoxU0G8erno6GNKDF1ZQ7fTadgtsU23LaNpd0yg-rnuPt8Q_mXx36I28zvnTUK9tWRlW6SQYG-r6fbx2bpLdbvpMPh_D-qZOLU5KicNnQbVvqHCZfEsB8HgGoK4pYuEy27dnbP3FGTDe4SOb_JqAMXK-yF7mOI3jtqyQ0uuKe-05C3HjoqA5b6x5mEvQDU_vDFS8qOgkX27vf4yv0Lx-CgUUj9aW-CE2ChM2xokoykefSaX-RjCLVFRIW8FN7g6XIebhtHRwJvgzYFkZ-ll1JKfSZdCygSE1v_UM7wk5SpwlUWOkKAkoI_Nt4TUjYXioN7LRTFVZ7-VncaFJmLKeNeF-0QBSRqzmHTFCfYITSZJIGjZSPTk1NCAIGs4b-GmSpRNefhz3xCbrXLNcKBULTnuGJAyktgipqTc8UyK7Ad8zHcIuojwPbkduasU6pYFh684LzFOuMB0qTogUTyLyq4JrOIvVG9fo4bLeGkkVhuUjo3B0dE/4m9/LrP_LGTRTR6_Y9jh1TYMsg/h0/h001.faaCW_IVxK5MqDz2rGu9J_79Puc1wxTHB51IW3XTJio
- Maria G: https://link.mail.beehiiv.com/ss/c/u001.NDEKvrcAp36_oNtoPadwALD92hsUMpMVhONPx5PZv60nacXMxmiVkP4vy2HKcN4J6QvgkNFigbKCBWzVFfQCzR_ysROiUoDGLDbMLulS9T278oeoKHu_gdY4ATHHenXVRhZ6_TVTeCzkWuKw6BCNvCfAJnbwHPC-o9aQrU4v8TKdbDeXRfOLUwj7hJ8GcONeTt6QQeZ-nKJXbNCp52XhY0wmJWto4unKTHMh-riM_lW5PCWR5_HHO_MZlaXV1OSdTSapu2VjRoJrZankH-Flo-qQa3uMAf_IeAmSpguv2ie7U3zp8DqDPvm8fo3mkBRsLUclep22naYkmLJRUoEAwW9VL-cte_6RHb0Vv8U9S-2c39R54oH3a3CprkA8091dkhoDmvbAw-xWcxEwWSlZB1xXr-oJ2rn6fn_kJkUrS2bfE-eqStsa3Q5a62xJjloz8XJnhz4QvwrflbwIzpWjZzR3kqnBw3qLDUhtZ6qcxrdhcesp_QRq4P72depFqaGYRtzNMbLFK0Z9INUVRVgJhlSYIi8ln1RgRWcYPSoxdrQlrNgs1kkTRB9Bptq1t8JV3GYFmqTffx5qqSZu5gKP404oOfrgaOCpJWahpJcwnszrdqhx7ekrGcrIOmwKb1-yFTt7HT-RCTgZfhVdNVFPPX0NTmmKRyjOrclb5p6yF_UNxFnsrkGSHvz-cU1wgxQCXwJZ3OTkqQ0DaEYs8d_et9Nzgsv0Vkczs8Jvg7piehc/4m9/LrP_LGTRTR6_Y9jh1TYMsg/h1/h001.RcXqNkb4J4XD0RXBQn1vt4oVpxkvVAqFX_d5DAa7dPo
- Adam B: https://link.mail.beehiiv.com/ss/c/u001.NDEKvrcAp36_oNtoPadwALD92hsUMpMVhONPx5PZv607Kd_HtDCW1W_-ayObnnQt5zSyMoruXYhj6xas7-sJAFZBu2aZVkc5i0W7X4P-rN744gy_r5NPc48NNnLEVL61JrbzpWb_nWf5bF4uJWxs29mISkFcDHGBFeXnQ0kNV4zIBMYZbo5J_pQx2ihryl-g0OCEgur0pA6GaOFX3peAxNQt7yJmeAKVhz3tBpeT6bh_onggwH-RD4TUG7Nm2g-9TsKknS6F67EDoDrhUHXHvUKaOni3o4nnhqphlknFEtej46qxRtfvapwq7CgBDWW5bInto4NxqzEVZPw9kXj5xHOROeXkQpVfiNqnmf7fj07Jy3s5XvJ7Lk78qM-aWYetE4atcWkFYs_LhEcFoI_2RN3-rbgYALPEYR4snNBfqNBZL5U3ve1zHVI0EXxw-hrqwJ0Vso_p1VEcivA_VU4ZMF8zGm-tVM9r31NN7KM6W9p2UxSOLcMMQmJFiKBZlaiGQ-MdSuw6YJwRyXwTAsXZtzF_nx-46cPGZ0qbA0x1vMOhqDJAeponnEss2J6CKfYTRxiJ5M48N7XqbPkHD1BloMyr-w6xb4lgZbfpApWqC16lQNrYJShXgkcTO92kH8HYdKHNZTq9shPdTagxjoURL3LsXZhN3bjyZM3AchjkfZ1yn50mpaCab9O0W-Tmer01_GRdyEv1L3OMAyIlZEyyl_XthssUqUrGEx__DmLe5I0/4m9/LrP_LGTRTR6_Y9jh1TYMsg/h2/h001.jGCgvhjRcE78Gtw0T40zQm9p0qTi438MXP0Qxqw28d4
- Publishers are officially done playing nice with AI: https://link.mail.beehiiv.com/ss/c/u001.hbQ2BtZgQ9jpnkd17-sg7UowlRjHuW6JDNr-Pht3TzvfXkKdO4y_JDGA8E2ZOBxl-8VZW27nOu5txeGkdjWg-bfOA_jc8Q064HxAu4E4BK2OpRg0D5jr1d_x8GkVngsZgWm9MTSCHli8DCFup5ofZbqU3RcY-WdWGnWlKVvQ5uX4ok1DoR-Trkj8U4Rs5Gkage6Sxq7UGNvC0P5h61b5TQ/4m9/LrP_LGTRTR6_Y9jh1TYMsg/h3/h001.s_VpgqBoQF2Xss6gt9ozdqDyZjgCVfQrbpygXIBhtp4
- filed: https://link.mail.beehiiv.com/ss/c/u001.hbQ2BtZgQ9jpnkd17-sg7UowlRjHuW6JDNr-Pht3TzvfXkKdO4y_JDGA8E2ZOBxl-8VZW27nOu5txeGkdjWg-bfOA_jc8Q064HxAu4E4BK2OpRg0D5jr1d_x8GkVngsZgWm9MTSCHli8DCFup5ofZTsTbgh6GMfxYHzXY6k8_E5ewMwfXJ6LOfMzaa7Z4wMV6KQHVm3UJ5WsC7T9L0QuXA/4m9/LrP_LGTRTR6_Y9jh1TYMsg/h5/h001.ib7mo1LKgAVMygIl58B8QQ02piU0YJ8_aBmmdyMT_eM
- answers: https://link.mail.beehiiv.com/ss/c/u001.hbQ2BtZgQ9jpnkd17-sg7aH96ZGdu-mdiwr1qg5UqyGXoMjIpccopdFApz_fKKyv3Hb__GFefURpVzgcodaNl5zPwAtZwQMVSh-z6prGQE2uInJ6n7kcSo2rShB809M2JNjBuT5LdiGLQQcQ68IdBw/4m9/LrP_LGTRTR6_Y9jh1TYMsg/h6/h001.tTHENYnfZ82MLpPphre5DPVITsAJ9DTiecpcTNaVfhw
- suing: https://link.mail.beehiiv.com/ss/c/u001.NDEKvrcAp36_oNtoPadwAMuZIxk6YOvRAZzpFReF877vkYpCE2fGoOvJNYdBuNa8Hn_qinF-2UZOVZ-ASjUR4i7gDWXyK8vVFD3_93zmRtaEsOBjj35iEEUOoqEuXDLafGVuMc6UMvOUzZspwK4t5mtVNu4iAGkyh2hFMjgZu8vmO3jlkbqeseRbY1qVDSRwbokKSO1bOpHDg1ECXaVvZg/4m9/LrP_LGTRTR6_Y9jh1TYMsg/h7/h001.DBkJdKspiYia1hv6Pv1sNuEPXXyNz7P4wWBck3Mm8YI
- Yes, this is the pressure needed to set boundaries.: https://link.mail.beehiiv.com/ss/c/u001.NDEKvrcAp36_oNtoPadwALD92hsUMpMVhONPx5PZv639d-wzrQxdYhja8cBwhETAW1wQYt7oLOl5CzEHxo3wEBwYWP5XloVqFlEEheoyGblcoPQ-hypzYCsetq5o2Au4_VPfuk7kIuWiAxXJqVVXnC2XhBFM27F0YgiTCL63CmaNt5rDWWK2GufP9SewlIMsdwTthzoW1AJEJis3KMsG_rucBZVIqceRuVt5TYfDQgPeYz0JZW7_oZuMn5pEOrPmf8Fv0GGkvNQfrRYZgtC7xjqHsLZXZSDnfOJohRNm1MOBbb6yAMC7drDwkDu57NSIu68drjDbE4YGMXHJ8UAyFefREH4w_EkHfAHrNYQ-_f5sAjo2YVuDJGFwVDBQDlvVXhoiWjllwN1xJ0Pzkd7dcLZVa-BcYywQrT17yXpSRXpAv6EjXJQ95QQrU2_R2kLATaTMnqJRKTWOpLXSDOxdZXP65ZWU788ky1k50TGnuU1XCa_FvVyI0iyyOi70hvvhJkw-jRfIeYxIphwxGDjTf3Y_Vqo-ypfcjUWQbka9FnTn7b1iujPUkIPp3mMwKkG0vsmfbOTXne8R-TwVOe1OyJ8VmoJn67kC_ZoUbvYFVrzzcjgcug2Gdiw5p2x3bU5vva5aR4H5hdhhhUrnhtDrfhLqjCY13vX7RjjPSCGDU5x6SxYi-sKfyzV5lvU7AwnHLF43F1JGy7ldGFr6nfPKzRkWzlmAcHZizq70sjuYcBETFPcmrfNDLsYnWQNvjeKPUVcl_J0t5n0H6m8GhLKdOAD59bJIB1absMJeW2eItcvrhmq0XW1B-3EODWIcxasvKjsKLNIdYiKS-Hx2W-XAUqwbwkSO65wRF5upeuDaOjDIQvkIY_9Tq-0_t8bHgzyv40EGyHhppKKNtYYFmmSbUA/4m9/LrP_LGTRTR6_Y9jh1TYMsg/h8/h001.ZMXcNaIsZMhS07uGVE1eatTRWEYJgpxVxplSgesZxjU
- Not really, the tech will move faster than the courts again.: https://link.mail.beehiiv.com/ss/c/u001.NDEKvrcAp36_oNtoPadwALD92hsUMpMVhONPx5PZv639d-wzrQxdYhja8cBwhETAW1wQYt7oLOl5CzEHxo3wEBwYWP5XloVqFlEEheoyGblFfsKqTIsgLyJdxhsS-tqLqk3Ccyg_F_4LRLHBflU_WYM2CAYV2jLR96N-4srKV-PRZ0rpOo_xMI6SXcloJI-yELBuRBbb0n9R1wqMiRi31hD1PIPSTF9WMJ3BDBdth-v9-EsNukkGPhSTscOlBzhlnnj9CYtgWAT6crr5p8Oiz538XswrcXZsz-cmDGp0Ao4ALhBhb0MyAaSsqIE7tCeIW7_d1ZfMKleMcC3tvKlsZ1Mrv29FomBytYsrgFUkOvAuB_tmX3Xr8vQhe0JI2Q6RGR9DIBSZ3oH70w-fZNjNlUk_NsCp2yhIVXbJwytBZl0NZORvicDzJSodo4-FTH8w1_Ls5dSIk6y_g1L0EuYlvFMmCvQe2za3VSw90JzRV2GbmRVWbctpm3Fw0yR_klyIW8v-LiF0qkw532eyLhxxkpncsCdqhBDTT0EVmQ1iajdxi0AJRONJiXyfWhGfbbU0FHKdwQvrVXuapXWnCRHGH4RZgc0wRN794MkqNenEmVPehloN1wUHc16Qtph5aSNGbivB92jANh-jCU8rimSsIks8tCZraDxUEFgnTEq7YSiPlsz87cpkZgUEWE_yXGUpnz2Kwqc6zZblDxVC9-Jw3zqeXytLQkhkoECctl09qlSZ6_N5ILore8qK6Yfc97qpR5mtkuohb7PVTTRGZcT3GXMQ2qsTZP4XXEQbauXalXoJ6mD2FJHZtPUNQ5c1XpbT8IX7q929D2qHAcjglzPdDNUU7QPr13BADNpwVS9oFmowbnJWLPZfCzUGH6l6K-JYS79PjnruRLSeUw3ujY_P4A/4m9/LrP_LGTRTR6_Y9jh1TYMsg/h9/h001.YNDhJ8ce9CwFGrt4RbKq8Amx8dxYx49KJsKb9ZZbN8k
- Aithor: https://link.mail.beehiiv.com/ss/c/u001.tvDaF7fsWdH5mxcH0nusgTnngFuRfXQGJFBlFPOraeRCshk-3o83D1EGZ9W6OkevnVIUIx8Kkv7u_hLDN9L2krxCTUgxbTuGqaRjxUUqpNw/4m9/LrP_LGTRTR6_Y9jh1TYMsg/h10/h001.If8tEBa81YL-iQL8LOPIvoY16tN3NmiTSrKZGSIkOpM

The newsletter covers recent developments in AI, including lawsuits against AI companies for using news content without permission, and Meta's new AI partnerships. It also highlights important tools and technologies, such as Aithor, Learn Earth, UniFab Video Enhancer, Kilo Code, and Luppa. Additionally, it provides links to relevant articles and websites, including those related to the lawsuits and AI partnerships.

# Daily AI Newsletter Digest - 9/12/2025

## 🔥 Top Stories
1. **OpenAI's GPT-5.2 Launch**: OpenAI is accelerating the release of GPT-5.2, dubbed "Code Red," in response to Google's Gemini 3 Pro, with a potential release as early as December 9.
2. **Poetiq Beats Google**: A six-person AI startup, Poetiq, has beaten Google by achieving a 54% score on the ARC-AGI-2 reasoning benchmark, surpassing Google's Gemini 3 Deep Think at 45%.
3. **New York Times Sues Perplexity**: The New York Times has filed a lawsuit against AI search startup Perplexity, accusing the company of using its journalism without permission.

## 🤖 AI Models & Research
- **Google Gemini 3 Pro**: Google's Gemini 3 Pro has set a new benchmark in multimodal vision AI, excelling in document derendering, spatial reasoning, screen comprehension, and video analysis at 10 FPS.
- **Poetiq's Meta-System**: Poetiq's achievement was made possible by its "meta-system" that refines existing models rather than building from scratch, allowing it to adapt to new models within hours.
- **DeepMind's Titans and MIRAS**: Google Research has released papers introducing Titans and MIRAS, which combine the speed of recurrent neural networks with the accuracy of transformers.

## 🛠️ Tools & Products
- **Magai**: Magai offers access to over 80 AI models, including ChatGPT, Claude, and DALL-E, for a single subscription fee of $19/month.
- **Otio**: Otio generates summaries of PDFs, YouTube videos, and articles, and allows users to chat with sources like they're a person.
- **Alter**: Alter is a native Mac AI that integrates with the user's screen context and automatically selects the best model for each task.

## 📰 Industry News
- **Meta Acquires Limitless**: Meta has acquired Limitless, a startup known for its AI pendant that records conversations, and will cease hardware sales but continue to support existing products for a year.
- **Airbnb's LTV Framework**: Airbnb has developed a framework for measuring the lifetime value of a listing, which includes three types of lifetime value: Baseline LTV, Incremental LTV, and Marketing-Induced Incremental LTV.
- **WYDE's $EAT Token**: WYDE is launching $EAT, an "End Hunger" impact token, on December 10, which will trade on Coinbase's Base Blockchain using Clanker, an AI-driven token deployment platform.

## 📚 Resources & Learning
- **GPT-5 Prompting Guide**: A guide on how to write better instructions and get reliable outputs from GPT-5.
- **OpenAI's AI Academy**: Free lessons on prompt engineering, large language models, and more from OpenAI.
- **JournalClub.io**: A platform providing insights into AI research and papers, including a recent episode on COSMIC, a new galaxy cluster-finding algorithm using machine learning.

   

![group image](https://assets.skool.com/f/b51c57150c70495899bf4bc8aaee8166/071e29ca1eec4c4c851bf1e4f705e1d13fd7d1ff1ce9450da0a8e5d902736755)

AI Automation Society

[![skool logo](https://assets.skool.com/skool/3824c26a881e434fb0710f1c257ef501.png)](https://link.skool.com/ls/click?upn=u001.wK6x93jhdVos-2F3TofGJCJqYIach7-2FtMhH3n-2Fh9qG9l0GnWL4PQOS-2FZ5VkS4LpRuxHPJP5z1DFqcAdbM45gqXh9Qj5o1vV-2B-2BB9j3rlyTWPudLmFC2h1Uw18BEdJqHHHVktSrS9GRiES2IF6EHV1O5R3RiU-2FsO3pp1WliN-2F1yzsIil4VGbmYL9u72A4xNBVuAuFC8dYStlqezmrVfb1yv5hw-3D-3Dsh3y_dhmFokmJdYhJ7cOq2uAxQbs-2FJ9rdv-2B8XUdt4bEaaXnETGAW5pCoxqmB9U4HcUgw2rMjZxvjxnbjAV5SYhtKGPKJqsPbpkF-2FKbHYlzhLXWgLeO9AsmIJtFqc6BZgCJEP7mxBW2QO-2Bh-2Bkwb4xwCCujZ83kwOVgjihawB6Fz6sn0fNBTG9V1PSt1FGOA6EIa-2B-2F-2F2DTgbcJ-2F9KXHDAPj4l8E0WeneZPeDiz-2FqknISp3tXJvQgH8JHFT8AriuGwzwJUl7krHy1qNZabNTTLPQuDfCMdzHlHXZmKQKVx2j0DdL77ZqR8VfIcgX-2Bh2T1A-2Fs7FI85IgoKavPhuHp447y5uVvIH-2F-2FIHcAFjV8Al3wgoRCEXG6tNigznZehNzNtnr-2BL-2BYQNcrNWrpCIsgWj4Fq7lZ-2FYjybg2SAdFbgMxrIHCB4S5l7r

Weekly digest for Sun, Nov 30 2025

## AI Automation Society Weekly Digest

### Key Highlights
- The AI Automation Society has 332 new posts, 4414 comments, and 6132 new members, indicating a high level of engagement and growth within the community.
- Nate Herk announced the November MVPs, providing recognition to top members who are leading the way in AI automation.
- New videos and resources have been shared, including guides on pricing AI workflows, utilizing OpenAI's Responses API, and unlocking the full power of n8n agents.
- Community members are sharing their achievements, such as building e-commerce and order management automation agents, and seeking collaborations and hires.

### Detailed Points
- The community has reached a significant milestone with 200K members, prompting Nate Herk to offer a special deal on his AI agency course for $94.
- New videos include:
  - "How to Price AI Workflows (Without Losing Clients)"
  - "OpenAI Just Leveled Up n8n AI Agents (here's how it works)"
  - "Unlock the Full Power of Your n8n Agents (new instance MCP)"
- Members are sharing their wins, such as Yash Chauhan's weekly wins recap, and seeking help or collaborations, like Muskan Ahlawat's outreach companion request.
- The community is actively discussing various topics, including general discussions, hiring, and showcasing their projects, such as Muskan Ahlawat's e-commerce inventory and order management automation agent.
- New members are introducing themselves, such as Amos Whitaker and Kai Meer, and engaging with the community.

### Important Links
- **Change notification settings**: https://link.skool.com/ls/click?upn=u001.wK6x93jhdVos-2F3TofGJCJqYIach7-2FtMhH3n-2Fh9qG9l0GnWL4PQOS-2FZ5VkS4LpRuxHPJP5z1DFqcAdbM45gqXh9Qj5o1vV-2B-2BB9j3rlyTWPudLmFC2h1Uw18BEdJqHHHVktSrS9GRiES2IF6EHV1O5R3RiU-2FsO3pp1WliN-2F1yzsIil4VGbmYL9u72A4xNBVuAuFC8dYStlqezmrVfb1yv5hw-3D-3D: Customize your email notification preferences for the AI Automation Society.
- **Daily digest**: https://link.skool.com/ls/click?upn=u001.wK6x93jhdVos-2F3TofGJCJv2x-2FXYKi-2F266Yv7HF2lGr0J8iLC-2Bd-2BwfAapeJQNe9hYbeSKeoGpXaF70juVEc5CDHhnSUHwRrXKOzOsiN01rBhQGhduKlNrQAyw2Ejavpy0-2Fqn99SdrqECeV-2FRl9VHvWn9s3-2BNf-2Fza-2BaOAioChKCL2k-2BdNs2HXMBLFCHOvl0lpvAPsdCUqyOxDrKyh5ux1-2FJw-3D-3DbZFb_dhmFokmJdYhJ7cOq2uAxQbs-2FJ9rdv-2B8XUdt4bEaaXnETGAW5pCoxqmB9U4HcUgw2rMjZxvjxnbjAV5SYhtKGPKJqsPbpkF-2FKbHYlzhLXWgLeO9AsmIJtFqc6BZgCJEP7mxBW2QO-2Bh-2Bkwb4xwCCujZ83kwOVgjihawB6Fz6sn0fNBTG9V1PSt1FGOA6EIa-2B-2F-2F2DTgbcJ-2F9KXHDAPj4l8E0WeneZPeDiz-2FqknISp3tXJvQgH8JHFT8AriuGwzwJUl7krHy1qNZabNTTLPQuDfCMdzHlHXZmKQKVx2j0DdL77ZqR8VfIcgX-2Bh2T1A-2Fs7FI85IgoKavPhuHp447y5uVvIBCw96gB81G3gDdz-2BY2jrtkhDmLoq4zSF3Ek3dk6ASKp8cyNyC7nKowg5oPo1QMMes6LStOyObnYisbbb2l-2FoQecIKLTOQXEgwT-2B9tTTS-2B2dwivoZhoT-2B07-2BncO3y1eiPm23warH-2BJzcJfZUDD0r-2BUvTAxAL8UOUW7PhJVkZ9sRhEylEs-2BRnVgOWxmUaWhENqg-3D-3D: Receive daily digests from the AI Automation Society.
- **Monthly digest**: https://link.skool.com/ls/click?upn=u001.wK6x93jhdVos-2F3TofGJCJv2x-2FXYKi-2F266Yv7HF2lGr0J8iLC-2Bd-2BwfAapeJQNe9hYbeSKeoGpXaF70juVEc5CDHhnSUHwRrXKOzOsiN01rBhQGhduKlNrQAyw2Ejavpy0-2Fqn99SdrqECeV-2FRl9VHvWn9s3-2BNf-2Fza-2BaOAioChKCL2k-2BdNs2HXMBLFCHOvl0lpvuPbRDb7MoJ8jPzLif1uN3Q-3D-3DBcCT_dhmFokmJdYhJ7cOq2uAxQbs-2FJ9rdv-2B8XUdt4bEaaXnETGAW5pCoxqmB9U4HcUgw2rMjZxvjxnbjAV5SYhtKGPKJqsPbpkF-2FKbHYlzhLXWgLeO9AsmIJtFqc6BZgCJEP7mxBW2QO-2Bh-2Bkwb4xwCCujZ83kwOVgjihawB6Fz6sn0fNBTG9V1PSt1FGOA6EIa-2B-2F-2F2DTgbcJ-2F9KXHDAPj4l8E0WeneZPeDiz-2FqknISp3tXJvQgH8JHFT8AriuGwzwJUl7krHy1qNZabNTTLPQuDfCMdzHlHXZmKQKVx2j0DdL77ZqR8VfIcgX-2Bh2T1A-2Fs7FI85IgoKavPhuHp447y5uVvINJ0PO9h5A8RVLnY3YUkgs5GOQl2X7-2FXoyRwIYIFiV8FMlG8rM989G-2BY6fAtVhT4wueBNGxc4HKRIPkZJaSRQpB4-2BPkgL2cd5UlhtDTr1lHMXL2I2VtJe7-2FBFaO6nJjfEjoyF7h-2FZn99jqkZ6wIwwNvAqvkajXX2CqSaoofOd0DCGqSYYsvfpoiqv-2F76JrAtkA-3D-3D: Receive monthly digests from the AI Automation Society.
- **Never receive digests**: https://link.skool.com/ls/click?upn=u001.wK6x93jhdVos-2F3TofGJCJv2x-2FXYKi-2F266Yv7HF2lGr0J8iLC-2Bd-2BwfAapeJQNe9hYbeSKeoGpXaF70juVEc5CDHhnSUHwRrXKOzOsiN01rBhQGhduKlNrQAyw2Ejavpy0-2Fqn99SdrqECeV-2FRl9VHvWn9s3-2BNf-2Fza-2BaOAioChKCL2k-2BdNs2HXMBLFCHOvl0lpvbEYTiPYE8t9iWSRmdoTqSQ-3D-3DylbV_dhmFokmJdYhJ7cOq2uAxQbs-2FJ9rdv-2B8XUdt4bEaaXnETGAW5pCoxqmB9U4HcUgw2rMjZxvjxnbjAV5SYhtKGPKJqsPbpkF-2FKbHYlzhLXWgLeO9AsmIJtFqc6BZgCJEP7mxBW2QO-2Bh-2Bkwb4xwCCujZ83kwOVgjihawB6Fz6sn0fNBTG9V1PSt1FGOA6EIa-2B-2F-2F2DTgbcJ-2F9KXHDAPj4l8E0WeneZPeDiz-2FqknISp3tXJvQgH8JHFT8AriuGwzwJUl7krHy1qNZabNTTLPQuDfCMdzHlHXZmKQKVx2j0DdL77ZqR8VfIcgX-2Bh2T1A-2Fs7FI85IgoKavPhuHp447y5uVvIGZI2rI1U-2FubnzWHiAjJb5e96SXZ7vplMwY40phMU9DlAlCyXVXd56H8dWBM3dTpwFYJxz4-2BwcPZHMQS7UC7lxNT8Z-2BGqsSQ9WAoSBzIXMn9t2lN82Ds6-2BMWFscXUIzvosBna-2Btj-2BRiIjIErp6CWRoxdo9mKmtixAeXCUKrd-2FEWf40wsd-2BZYxHj9rsRl6cS6pg-3D-3D: Stop receiving digests from the AI Automation Society.
- **Start your own skool**: https://link.skool.com/ls/click?upn=u001.wK6x93jhdVos-2F3TofGJCJqYIach7-2FtMhH3n-2Fh9qG9l0GnWL4PQOS-2FZ5VkS4LpRuxHPJP5z1DFqcAdbM45gqXh9Qj5o1vV-2B-2BB9j3rlyTWPudLmFC2h1Uw18BEdJqHHHVktSrS9GRiES2IF6EHV1O5R3RiU-2FsO3pp1WliN-2F1yzsIil4VGbmYL9u72A4xNBVuAuFC8dYStlqezmrVfb1yv5hw-3D-3DrQoL_dhmFokmJdYhJ7cOq2uAxQbs-2FJ9rdv-2B8XUdt4bEaaXnETGAW5pCoxqmB9U4HcUgw2rMjZxvjxnbjAV5SYhtKGPKJqsPbpkF-2FKbHYlzhLXWgLeO9AsmIJtFqc6BZgCJEP7mxBW2QO-2Bh-2Bkwb4xwCCujZ83kwOVgjihawB6Fz6sn0fNBTG9V1PSt1FGOA6EIa-2B-2F-2F2DTgbcJ-2F9KXHDAPj4l8E0WeneZPeDiz-2FqknISp3tXJvQgH8JHFT8AriuGwzwJUl7krHy1qNZabNTTLPQuDfCMdzHlHXZmKQKVx2j0DdL77ZqR8VfIcgX-2Bh2T1A-2Fs7FI85IgoKavPhuHp447y5uVvIEjbQ-2B-2Fzf9YEbscplsICKysbN2xmDEAfcQDmd-2FK6-2Bg67ZSeQYxVvDBijM1IcEkB4USAsDZnIkFbY8oMS3oiEdiTpjQEv9tsc-2BnuR-2FwrkvkBRz4A6K9dN1D7fMlOKl2mkXNPYshn50rxUBlQSxrftZGUBxLoRSjDsLuoQitupjwylbmlgHWJi7-2BkdQ1MgWLjU-2FA-3D-3D: Create your own skool and start building your community.

🦾 Musk’s Grok Saves a Life!?

AI saves life, live AI avatar, Nano-Banana prompting guide, AI memory, and more...  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌

December 06, 2025   |   [Read Online](https://link.mail.beehiiv.com/ss/c/u001.YVtwEONifAodwtyRJ4fK9EF0aTtXoffYj_Syhgk1RmDd9jbqbJitp6Ju93tvT5k0-B8MsFg4JRvbKPGn6QmudRVb7uCCJXsz_a0cWsl_4DDSDvXQZWj-2uMxFlPwmDpCxsvSiCWVsS87bk4z7RutwWxXiRtPqBEzzc01_inXIZfmAzmy-D4hB9GS_64aOSSIlmiMj8y1m8HFG4m1z_YH0aigLz4alWz9ZeCGZwWpzZf70Id_vIMad6jnnBmDV4Ulm3Ibsu8egeyS8iOCYgzwwz8XrSt9WLDongHgZx_-S7UIq_GSFGFOHGrBoK2s3LaVQi6q46aoOWYjBkDVnb4vro0A5psiiX_RQ86qG2fJsv8afk3ix_8A9QBpHoJoz9yi9YASnU7g2IShknczyeZrc1

🦾 Musk’s Grok Saves a Life!?

## TAAFT - There's An AI For That

### Key Highlights
- Musk’s Grok saves a life by catching what ER doctors missed.
- Google Research unveiled Titans and MIRAS, systems that let AI models update long-term memory in real time without retraining.
- Alibaba's Qwen team released a text-to-speech model with 49 distinct voice timbres.
- Live Avatar generates streaming video in real-time, synced to voice input, running for 10,000+ seconds without identity drift.
- Rocket lets you build with commands instead of prompts, giving access to over 100 precise actions.

### Detailed Points
- **AI Developments**: Google Research introduced Titans and MIRAS, which allow AI models to update their long-term memory in real-time without retraining, outperforming larger models while using less compute.
- **Text-to-Speech**: Alibaba's Qwen released a 49-voice TTS model, spanning different ages, genders, and character profiles, handling 10 dialects and outperforming other models on multilingual benchmarks.
- **AI Business**: A breakdown shows how AI can run all five pillars of a business, from lead gen to legal, with a framework built around moats and defensibility.
- **Grok**: After an ER doctor sent a man home with stomach pain, Grok recognized the red-flag pattern and told him to return immediately for a CT scan, potentially saving his life.
- **Live Avatar**: It generates streaming video in real-time, synced to voice input, and can run for 10,000+ seconds without the identity drift or visual glitches other systems struggle with.
- **Nano-Banana Prompting Guide**: Google released a guide for Nano-Banana Pro, teaching how to talk to the model like a creative director, not a search bar.
- **Cloudflare Blocks AI Bot Requests**: Cloudflare has stopped over 416 billion AI bot requests since July, and the company is calling out Google for bundling search and AI crawlers.
- **Rocket**: It lets you build with commands instead of prompts, giving access to over 100 precise actions like fixing mobile layouts, adding Stripe checkout, or connecting a Supabase database.
- **AI Tools of the Day**: 
  1. **Guidde** magically creates stunning step-by-step GenAI guides.
  2. **BeFreed** delivers personalized audio learning from books and knowledge sources.
  3. **Vozexo** runs AI voice calls 24/7 with long-term memory.
  4. **Tendem** handles tedious tasks with AI speed and human expert oversight.
  5. **Dreamlux** produces high-quality videos from prompts or reference images.
  6. **ChatGiraffe** tracks expenses through simple chats that recognize receipts and analyze bank statements.
  7. **YapperBot** creates persona-led audio and video content from any idea.

### Important Links
- **Read Online**: https://link.mail.beehiiv.com/ss/c/u001.YVtwEONifAodwtyRJ4fK9EF0aTtXoffYj_Syhgk1RmDd9jbqbJitp6Ju93tvT5k0-B8MsFg4JRvbKPGn6QmudRVb7uCCJXsz_a0cWsl_4DDSDvXQZWj-2uMxFlPwmDpCxsvSiCWVsS87bk4z7RutwWxXiRtPqBEzzc01_inXIZfmAzmy-D4hB9GS_64aOSSIlmiMj8y1m8HFG4m1z_YH0aigLz4alWz9ZeCGZwWpzZf70Id_vIMad6jnnBmDV4Ulm3Ibsu8egeyS8iOCYgzwwz8XrSt9WLDongHgZx_-S7UIq_GSFGFOHGrBoK2s3LaVQi6q46aoOWYjBkDVnb4vro0A5psiiX_RQ86qG2fJsv8afk3ix_8A9QBpHoJoz9yi9YASnU7g2IShknczyeZrc1LAW2yqq7QMzTD4nT1jbpXNgmS6rP5PhF5PGDlebf80WPk0h51ra4nUA8aSyrQ0aSUbrRu1oZm7-bFjI01duik7QKUEvLxa3DmV1zhaJpn8wPG5gvuq7135zKcoFzAWN7nHCN0a4h2NQEMIKPhCL1Pw3elK6IKAAyd4M686gKB1hub0uTxVV4rIZOWpnRq9J7akKqIB9tsr6OEnAE0eTEiu5PcMs7ktUBppAquECCk35IgZ-uYmBpFrT0PPMl3Qy-tdQAbl8J2uKmLBSV5_GGH6SVTPWxRzExFVCT9qQDxEJaUlu-mY5ncSDpXxhpal5JGoOJp8yphp2KsAG1X42nDiG-sWAg78ATDPjhHH8kovedkBRFbGx54nbhVHTC0a-QlleuncQA7Mb3rZ522qU9UXnG_JPaYHh-OccVmKdMNVKlwsjppocU3ntlkTosQ-qC8P-O_1F7dLtm8JG6anaQc/4m8/WOIFatmMSriuuuIuoySG2A/h0/h001.ildLUloF33W6w3u9NdfH7mYNqBHuU59wvT4UPIEDUrg
- **AI Gets a Real Memory**: https://link.mail.beehiiv.com/ss/c/u001.EBGvBnMPflY_WcbaY6BtF0aCKhxIDU1KUsRqGtYRe1VXWbOhqZCcW8B_f-pftywFMWiA8teG0HOa1rVk7kC-yEUxAtUGWxC92cICJoilJieDcTIZARVBahghreNVwn29Jc1EAJ90lwjd1F2fJL2JduYmpw5jOf-f_6RxTbwedyzk3oUGCa2CbaanBNf6r2eO494BZ5I8kLINZJ6TsqRB_UjAvE6Im68oZPPjWUHZaonR3QvQ-oKgNB1micVFKI6gHdQOyCIZCoUoj8xG0XtGQwVOqWEQ5ij9CC0mnTKleD7X5EZrVWvAtDStbrU9Rloq/4m8/WOIFatmMSriuuuIuoySG2A/h3/h001.aa4H1y4CKsW1a2zQW5vspSIfdM2Q58k0gfz8x9x8p-0
- **Antigravity Gets Rate Bump**: https://link.mail.beehiiv.com/ss/c/u001.3YshOXZIfqUXTj1bFWjr0NuknapSm5SfyRHlXKz8iCZN-6YQdMjC8Tld2_HbydAI_gWZ7d8L3DIOGyivTbDckOQYWrNQMOk-bMYi38cy6lQbgEFc5QQ6xzp-Mh2s6iwil7svqhRIss_HE_3arYa9jjbdQVRKdXJPUAXcIsYVNcsw9ia7NsqtC2bl-ii8NXIx18xYdEwqQ8kRvEV4fWF1PUwcZ5Ruhv7u1JHU8c6F9v4DQBeN2BLp58sF3W9b_d7hUCW6a3xUGOKK7ytR3ZN6_gQt67XB_0fx9qcRx90M9lbxs3n394W6xaKNzA843mZp/4m8/WOIFatmMSriuuuIuoySG2A/h4/h001.3gspkcwsg_WXwxk8cTQ8HY_hY4ryxkT1mjWtzC72CrU
- **Qwen3-TTS Drops 49 Voices**: https://link.mail.beehiiv.com/ss/c/u001.Ma1_qiZoOEvCeDeTJiSGf_ZRba5k3x4_FoLeUkbA031mZxGXDZlXorTHK9fTePU7lHZmeKZRW21T4isRMECkcE1w7uxJzZFkWJZxw2D1tpax_bGI-4V_3LJd-FFiepTi2QgVcLcJp-Tef8Vm8QmY_SzOIYQxAv6I6zqaZYGQ0gNJQqjnT6Q1X9WuDA3k2qOJSD23LnfydPWAeBVIMXfgLWYPeksBB5Av4qlhmYuGWrykeAhaRX2qyheWKyVdC5jEg7DTqWLiTezcbtRhI20K4A/4m8/WOIFatmMSriuuuIuoySG2A/h5/h001.Q9wH2ANDrSxB7DqmaSJBPaou-O2bs9cR608X_ZXO-gM
- **Rocket**: https://link.mail.beehiiv.com/ss/c/u001.RUBZ4nmpws8F7fbywsQK-n3a52zR82FlHvqzlca2fur4GGgJW0f2foijNTghBWG62EbGXvuvX06OB71ACl_R3YHt0O2PgaA7FwAhFGLkD-i41yS9JOiZ57qcyOu172hwAPfD3r7taG3IyWVY1TuTPqw_jceFN6IfcBOaRXmfuzgC51zXg8LdmQNK9ohA1LTP/4m8/WOIFatmMSriuuuIuoySG2A/h7/h001.5K5LYBAKaQAZnV-5qFeWfkICQjyE9K9Bflxrr3j0j8g
- **Start Building Faster**: https://link.mail.beehiiv.com/ss/c/u001.RUBZ4nmpws8F7fbywsQK-n3a52zR82FlHvqzlca2fur4GGgJW0f2foijNTghBWG62EbGXvuvX06OB71ACl_R3YHt0O2PgaA7FwAhFGLkD-i41yS9JOiZ57qcyOu172hwqrQt8AdIHygUoiD6f-vcf_WVV2k7p6AT7gD5y8EhIVkNW_yJM6h7JHEhfE1qLXG8/4m8/WOIFatmMSriuuuIuoySG2A/h8/h001.IyiXXEWYeTFek_Xs0CYZE_ZvfhZ2eW95093IhQJwyb8
- **Guidde**: https://link.mail.beehiiv.com/ss/c/u001.RUBZ4nmpws8F7fbywsQK-s2FSOJG8iCEeiudThQ6TW8PIH4oLTN9vRL6R9btLwFBmRrMmcyLXhbei96-DMe3RFWDH8W8FQyc_ew0Yz-KRBWKvY9Fn-N05usZc37Vpglbu8N0JW98O3F8YcHuwrHnJPWkxel-9fAu41F8tZ25B7_1Olvn7LuBh2G1D39Q7nKg1r-dbEf-GQJAHh4wLm9d6OMLlqCWG22cARBFIZEj7tkiiV0xdheXvFBjZK6KMTsknaTyRi8a726mU2NnlntAag/4m8/WOIFatmMSriuuuIuoySG2A/h9/h001.uRNA_noh9xNjyfTYmVRSKKhMDLQUGSRBExukSimgAyY
- **BeFreed**: https://link.mail.beehiiv.com/ss/c/u001.RUBZ4nmpws8F7fbywsQK-uFZfxF8k_Q3craPZIWIqk0XSuO_3YvhWdumNRvqeI5iICOnyPlErjckL50aDxRB95KZ-HZ9HL6CYpe1qkSarLX2FpyTXWqJvkbw5KidRV50J77fpD8DJBJchbbitkfkM4JcrvmU-eUo_LblLwcpCjCVecMXQs3U4FcBupfn8cV0aZvKtmf0FAqOuQI7AwbzqETddNUS_MDTmhNXGxbrQFJt3h8z04UyobNz4z4CM4Pz/4m8/WOIFatmMSriuuuIuoySG2A/h10/h001.VG7hQXqW9CoCU6QgzlETflmHOEbjG0cF7shvGzJZTnQ
- **Vozexo**: https://link.mail.beehiiv.com/ss/c/u001.RUBZ4nmpws8F7fbywsQK-r0hGIlvZCwGa5cNhDuBneuB8XSkVPNRI1ahS8hM34KZzXZM3LycEf1QeEVEQj7o3DkYng8753T3ar4TpLzAxZ4bsO9k-9Pwg8yjvhHN6ZvR8YlkAFOtvDUhcV8o5b6vSdg53ptJZNzyGyP2cbkXGA8AxJnsqjGoq6KRHKc9AHh1Ji244DGSrTci45akg9MCeq7dECfLpNlV3vPYycy7zHBujV8C6tkjWefiNkrSPLGg/4m8/WOIFatmMSriuuuIuoySG2A/h11/h001.nA-r7wILwJXTRH0loGzQSMWVKd9Ylv5pyojhA-32Vu8
- **Tendem**: https://link.mail.beehiiv.com/ss/c/u001.RUBZ4nmpws8F7fbywsQK-hQOT-BG3sq9U0ocdzHxb8ca8cO44-xXYFcjA-m96G99vdwuYQLabDdZ5QB__PLzkGY--W1rGXxZzKKY6PdHRdAoWOXcbTsU01TCgAOXUoRP1yoAhuFWPqz_mgu0o0PZdUQ4iLlbXmDxGB6IU0opLxRI50pk4nU-_eoX-JfG5-e0x2EVtfq2Lmw7hNN5sCbR4TCnn8lRuLPE-OCDOX8IbIxK1-eyBkVF2QZxmvganSkF/4m8/WOIFatmMSriuuuIuoySG2A/h12/h001.PEBHNLZ75y_gtSii96nL2KlnAOM0WCDXdgFhtnIkc84

What Is WYDE?  WYDE is a decentralized exchange. Trading activity automatically funds verified nonprofits. www.techbuzz.ai/articles/what-is-wyde

Beyond Tech: Your Weekend Upgrade

A new AI and Blockchain Stack for Food Systems and U.S. Charitable Giving, $EAT “End Hunger” Token Launch WYDE  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌

December 07, 2025   |   [Read Online](https://link.mail.beehiiv.com/ss/c/u001.TsATA53bNMJMGYEI5sG6MHQasBLBVkwacsUVnTm-eHtbmsgeSS0Mkk56HGXex_Wb7-Ap_h-r7F8-foY7Z_4vwaGPNgt1wOnx3SVQdpfCtNuN7wYL4ZqWArqIQCwkSK7Kqmpuj9aiB69y6SZLjdVqQ0j5qu4JJ3jY5k6cK_meU8bocERcnNo1mLbzZ_f6FKa1EGiBaP6V4pu5HGFBNnC7gFm6za44xRYN0dp6y8y-glhWiynfgJplHgDU7XF7T_gECxr6vtdeIlaNIXyJJ_RuZT-iIaKjS2xkhQEirmKUMr327fhZqGidYnW7wvuhA14YBU-f51qoh0Hcz55pEaZwWjT7pA_Q2xB3r8DNdv9CEde9MmathzZUHy

## The Tech Buzz

### Key Highlights
- The $EAT "End Hunger" token launch aims to end hunger by routing a portion of transaction fees to hunger relief causes.
- WYDE (Wyoming Decentralized Exchange) is a decentralized exchange that automatically funds verified nonprofits through trading activity.
- The USDA's 2025-26 AI strategy focuses on using machine learning for yield prediction, pest surveillance, and disaster response.
- AI and agrifoodtech funding is shifting towards AI-heavy tools that promise real efficiency, resilience, and margin improvement.

### Detailed Points
- The $EAT token launch is scheduled for December 10, 2025, on Coinbase's Base blockchain, with the goal of providing a steady funding source to charities that provide food for people in need.
- WYDE operates under Wyoming's DUNA (Decentralized Autonomous Organization) DAO legal framework, which offers legal recognition for decentralized organizations with limited liability.
- The $EAT token is designed to route 0.25%-1.25% of transaction fees to verified 501(c)(3) hunger nonprofits, with the goal of closing the global hunger gap.
- The token's launch is part of a larger trend of using blockchain technology for food aid and charitable giving, with other projects such as the UN World Food Programme's Building Blocks project and Food for Crisis.
- AI is being used in various aspects of the food chain, including production, processing, and distribution, to improve efficiency and reduce waste.
- The global market for AI in agriculture is expected to grow significantly over the next decade, with forecasts suggesting a high CAGR for AI-powered farming tools.
- Investors are shifting their focus towards AI-heavy agrifoodtech startups that promise real efficiency, resilience, and margin improvement.
- Some notable companies and products mentioned include WYDE, $EAT, Callebaut Chocolate, NotCo AI, Atomo, and Beanless Brew.

### Important Links
- Read Online: https://link.mail.beehiiv.com/ss/c/u001.TsATA53bNMJMGYEI5sG6MHQasBLBVkwacsUVnTm-eHtbmsgeSS0Mkk56HGXex_Wb7-Ap_h-r7F8-foY7Z_4vwaGPNgt1wOnx3SVQdpfCtNuN7wYL4ZqWArqIQCwkSK7Kqmpuj9aiB69y6SZLjdVqQ0j5qu4JJ3jY5k6cK_meU8bocERcnNo1mLbzZ_f6FKa1EGiBaP6V4pu5HGFBNnC7gFm6za44xRYN0dp6y8y-glhWiynfgJplHgDU7XF7T_gECxr6vtdeIlaNIXyJJ_RuZT-iIaKjS2xkhQEirmKUMr327fhZqGidYnW7wvuhA14YBU-f51qoh0Hcz55pEaZwWjT7pA_Q2xB3r8DNdv9CEde9MmathzZUHyHXfDH87zy7xev1Pn5N3l7q-5d8491lPDomAsvDcAIf0a-pNdSpP5bLeDIT8HVu4gTykVlZZxTsZ9v_qv-BKWcj8-qb2zA0ms33uSo52TfD9pTS-z99LUhAfcQN8Gox1NaDgrZXcJxhMgWq0oWSY3Vuw9m_P-f5SYYvmCReFiV8yRSPwNlg2H4tzq1NincnWk4Ra70hS0GgDQWBHyUQYCwN8dF76BmlHzKf76PY2xCZAnYZH7t4LnwiAHTUPfw3sxzmpP7GCQQ8XMheihbS-6nacE3py9TxXj97xn2E8FU5GBBGZXhan16dwA1uUMOt18FsI5KF9Vgg3fpQ1vKNF42tckoNLRB2haJSW5EUrajm0vPta2aBiQzMKCu_UU2Riv-aqOxJlN0ndg7eRG9l7hBIv2kHTI2Yf2UBDM2BEXbsAff9B52FJUDrnG8fGhTU-dde9PW_zQ8SmSbTbrNt3z2hB41CaV6ZDw/4m8/b-G7ZXpPS-ueUhat3h7psA/h0/h001.bJSi3xyEcnEwZvo3cAK5H8tXOwmjGD5ntpekfQ5518Q
- $EAT Impact Token: https://link.mail.beehiiv.com/ss/c/u001.oAw4p4t57byP3eThR94bw1YjuwU8Eq7PIkPO0ZHxO3C6Qx4KJO5tG1_ic5nHk8R7tEy43pajHozLdnZCV4KUKNAQrP73WEFe6U7DfTfxKMvSZzFNYRN02sBgJ9CU1gxFYTRR8KXHTWDrIUGN7KLqg7bicTPRwlCdS41wHHjlGY_yTQJe36OYUtt4U54AxfflJlgWKMWY6f_q0PMDWB-8z3NRwJdVLr0ObHCf3MSKhdHFodU8LJIWfgSfxDfRhTz-7jlcWjvu5y-H3w8wVPc2hYwKS8y06DDiwx2WlU1y0DlaTNG6BP1BO7ouU5yH7mxWjYm8vRhU4KEYNw66IJ-zeUisu9Y1IutMbum50C-Zkd0/4m8/b-G7ZXpPS-ueUhat3h7psA/h6/h001.pwTUKjwEjEx0mKyPFiGuz8ZlGakqngumrhY4i3owx0o
- Waitlist for: https://link.mail.beehiiv.com/ss/c/u001.oAw4p4t57byP3eThR94bw-Z3wFVTlBseQQ2CeMu9WfSSTgkxnL74MnfTAXJu5Uk6hW3TglPB5tE8RTHJkuImOwT-5-cRiETZjoVx_BiG9_2yziqU_qQt8nvSSNQKAtGGaNe6V8MnpFeaK779tMsqL0GHH27285vbJ-gc3-XBWb5rnnxTKTCn_jGU_omJD8GJV6XOtOb1NyHth5eELpETGBtsfd5N5I9bBTmvLJCQDy8/4m8/b-G7ZXpPS-ueUhat3h7psA/h7/h001.CiLoZ6xR3Tk3AL6P8OphNiQFLULZRK3trYOrPlC509I
- Dec. 10th 2025 on Base: https://link.mail.beehiiv.com/ss/c/u001.oAw4p4t57byP3eThR94bw-Z3wFVTlBseQQ2CeMu9WfSSTgkxnL74MnfTAXJu5Uk6hW3TglPB5tE8RTHJkuImOwT-5-cRiETZjoVx_BiG9_2yziqU_qQt8nvSSNQKAtGGaNe6V8MnpFeaK779tMsqL1xQujJD8T3eiJyosw_Gc4NmvPoZWyX_mcgYwTO67wxQKiYEUJuP0vIrppyFkMBLQpD7_6TJr0TfGdjhoFm6AmU/4m8/b-G7ZXpPS-ueUhat3h7psA/h9/h001.YvLPdDZfLSr5qnwpntf2LDDFnSqGfsA29iwB-qtQ-Ds
- AI Chocolate: https://link.mail.beehiiv.com/ss/c/u001.oAw4p4t57byP3eThR94bw68HeR6F-rqFmVAEyd3iHX1e8OzY2SPXUn28t6jFcAKDTWDsSwd09s8S3Behe69-tUhlLA-KvtaNpje9K9_BXuL57qwU27SQHPWZQwm4Z6jlI0D_xRKefD5S7zmjPxcERlL-aGhW5SV42IrYQ9j9zd39-Kx8RADE8Q4fMu8LKYP6m4VpnduS3WX2sx0wfTDR7zvE5Wwc690LWrZfmt6lPcJUkOhBtnTqqdXm1Jj6b4Gl1gZ09Kh3HrX_rdPi-9z412c2ZtKxfzgBM0rYrRXqIFmRnJ-MRbaLvgOMywTAbxrjweh9BzefnJuKBmKlGlK7akHbOy4J50AmiBwNV4Y4j6c/4m8/b-G7ZXpPS-ueUhat3h7psA/h10/h001.731BBi_w5HfoQzwCHDLRjOMkSeFjXbZYsCmS9eToaGs
- Beanless Brew: https://link.mail.beehiiv.com/ss/c/u001.oAw4p4t57byP3eThR94bw01A6JLaASvnJIkmkUDFefLbB8Q89vZ8P0sW3bcDpayjAQaowc8ChdBJaleLQg6ZOsLH7KUZOjBVAcEYXRWh50RWNxJiEbm4GkzX4ZhfWsk1pu5SXqloiLImiTp0qu32hshT68Li7wY_Yvdujsm2POQbVPRW9gO40_V285BLQXxLKpSeiTWmfcwC12xKJbMPIwYLtoft7k7oMHJn_3qycVQ/4m8/b-G7ZXpPS-ueUhat3h7psA/h11/h001.VAD46ZkwplL6pMuM88t-pqAL6HcnjKFSjkTfBsryIyE
- Caffeine: https://link.mail.beehiiv.com/ss/c/u001.oAw4p4t57byP3eThR94bw4_F1RKLP0Ojum82_4nReupVCzIaoUQlHbjnw8yRR_xuK8AVoxK2j5O1eX3Q1AAWubPtbWo7FFeLos42bUE3KLY967K5UQ6vhlRUfYYRB_x3OvLiRc5jyGJRRXmOSdIafHwc75a0bQoNM-DWsAOoZXBhd3XlZY_Gu7yYIe5N1uh8V0q9bCFwraXb2JxTLvNlVI3oHx5FHhuaCUJHKPEY8ItEyr6lEb7c95POoLionU9EnpB4T1I7A6f3m2njjR_xDAycrEQYtjXkbuYzkyEPzPnH7kb0DlfpeJnbbLzkVg_A/4m8/b-G7ZXpPS-ueUhat3h7psA/h12/h001.JiJ7N1B6BO6hBWERzlMq0MECh62FxIuievvl5gwEohk
- WYDE: https://link.mail.beehiiv.com/ss/c/u001.yk4fyJ8t6_ZlUIi5yCVgAz6QfEyd7VRkfqyBtlnUESPX8EPENSFgT0KmPU0JDrWwljB1DjOzA6fzJmqWwU8jjVlVJIZsOmzTO2F7q21RQX1f-DgfEsS53naeGRtWtHekapX9bgL1RysFqVYuJx2wtqogPey34Nvd_F_WOx9dJOmnLrDMy8otZPAy-XJsgg_tZVgTEm-kjY61e5UM6Lx0OhOgCQLrjjbeeRyFVdGgfrA/4m8/b-G7ZXpPS-ueUhat3h7psA/h13/h001.OpbpcbCxKGyHS6f8qI5R_lxZIk3iCrnD-6KmJ3scMqM
- What Is WYDE?  WYDE is a decentralized exchange. Trading activity automatically funds verified nonprofits. www.techbuzz.ai/articles/what-is-wyde: https://link.mail.beehiiv.com/ss/c/u001.oAw4p4t57byP3eThR94bw1YjuwU8Eq7PIkPO0ZHxO3C47IgpzgJUdVfu9_Qa9jam5sKDxPlm9m-TAf2z1m8QdyAXGzJ018w59mheOJv6R3VN05r8lbLERiqGWoUUg-EyJ4M6x-W8Ob4Wk3tgiT8_dchRd5FmZuulXncZaGvsxkQnhNpoamfCXsvtZ6KGVhZWRemXhygyvn5CK_b7xzET-ZgeBYrJkeMuExeoAB_PuTFCYOw_ViMba5XpGVZU8HPP/4m8/b-G7ZXpPS-ueUhat3h7psA/h15/h001.0LLv3PV1m7FBdxEOfcxCDNDBTdDuGwdOc5jU3ROiGeE
- CauseCoin: https://link.mail.beehiiv.com/ss/c/u001.oAw4p4t57byP3eThR94bw1YjuwU8Eq7PIkPO0ZHxO3BPpfv4qK-L1Ab2YC9mD978IbWPBrpnECnocYiResp-lR5Ybm8FlThH-0uqnG1MDZlrayB_yZDbk4l49XzipI3m7VoYbtijpZVXYPHPJDOMXOr0gE2hRkYnXailfBbcMgwuqeyXLAKyFZDG4Pxxu3o7Ar2IbD7WmnPqBNCb1WLQUOM1WqThhKe0020GMqaDIQbZVFzzgbap1ToJ9bLfkC2HX57CieuRAFlZyAMSCuhYptI6HiqX2V9o8kK6-4LIYKjgbeSn73ml3TXhzVgvPNX0MND6KFa6sbM_qolOrCEQAQ/4m8/b-G7ZXpPS-ueUhat3h7psA/h17/h001.QFCAG2dSYzwDs3hCC_m1cr3mCZuNXf0AudXytHEg9E8

The AI Week in Review

Major releases, major warnings, and major power shifts you do not want to miss.  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌

December 07, 2025   |   [Read Online](https://link.mail.beehiiv.com/ss/c/u001.LrNAYqKRtiMFrMD1iDipzqbk5o-y8Wn92YJQy-0sxWhNccN_nZUJCITp2Zp_pUZPTLxFNfCFWf0sbMZkv6RFYVHVWHfl5f9NAHq8mwLjOOr-30kKKJJNPOyt13euiYvOPdIKxkGRDF97YDbOJUQ7EuwOYzxWTzaHRw5LuSm7UfQwlW8pu9Th9AN1tG3bQ7OM3-OtUIDyr357L7kbjsz40nZreVb4Q46pMoGTt-Nqa1gq4PLaaFa-PXLxXfAbrfu5HWTGCHBnlLC3F0jYn40Jq0AqtR1v2DquNPImGk1AjON8sfuQc11Pw6KwBDDTH354aCrV3N-dSOXvVlVMkXD4gdaqvBoGTKDICs1WTJvWKWSo-x1z2RZXg9oEyhzDlRVTbB5xrdpbkyHSufrQ31F-iap5AlDppJcPq

The AI Week in Review

## Get Into AI

### Key Highlights
- AWS unveiled new AI infrastructure powered by Nvidia NVLink Fusion chips, boasting four times the performance of existing AI hardware while using 40% less power.
- The New York Times sued Perplexity AI for allegedly copying millions of articles without authorization to train its models.
- Meta Platforms signed major media-licensing deals for its AI tools, emphasizing copyright compliance and revenue sharing with publishers.
- The AI infrastructure boom continues, with major AI firms investing in data-center infrastructure to support growing demand for model training and deployment.
- The U.S. moved to tighten AI chip exports to China, raising new geopolitical risks and highlighting the strategic importance of AI technologies.

### Detailed Points
- **AWS New AI Infrastructure**: Amazon Web Services announced the integration of Nvidia's NVLink Fusion technology into its upcoming AI-chip platform (Trainium4) and the rollout of new AI servers powered by Trainium3. This development strengthens AWS's position in the AI cloud market and underscores the growing demand for high-performance, efficient infrastructure to support AI workloads.
- **The New York Times vs. Perplexity AI**: The lawsuit filed by The New York Times against Perplexity AI is one of the first major copyright lawsuits targeting a generative-AI company. The outcome of this case could set new legal boundaries for the industry regarding the collection and use of training data.
- **Meta Platforms' Media-Licensing Deals**: Meta signed multi-year agreements with several international media organizations to license content for use in AI tools. These deals emphasize the importance of copyright compliance, context-aware usage, and revenue sharing with publishers, potentially marking a shift toward more ethical and structured training datasets in the industry.
- **AI Infrastructure Boom**: The continuous investment in AI infrastructure, including data centers and GPU-backed supercomputers, indicates the rapidly growing demand for model training and deployment. This trend highlights the physical and material aspects of the AI economy, beyond software and models.
- **U.S. Restrictions on AI Chip Exports to China**: A bipartisan group of U.S. senators introduced the SAFE Chips Act to restrict the export of advanced AI chips to China, Russia, Iran, and North Korea. This move reflects the strategic importance of AI and semiconductor technologies in the current geopolitical landscape, potentially deepening the technological divide between countries.
- **Market Shifts and Valuations**: Following a surge in infrastructure and chip deals, there is increased scrutiny over inflated valuations in the AI sector. Companies are being questioned about the real returns on their AI investments, which could affect investment flows, valuations, and future growth dynamics in the industry.

### Important Links
- **Read Online**: https://link.mail.beehiiv.com/ss/c/u001.LrNAYqKRtiMFrMD1iDipzqbk5o-y8Wn92YJQy-0sxWhNccN_nZUJCITp2Zp_pUZPTLxFNfCFWf0sbMZkv6RFYVHVWHfl5f9NAHq8mwLjOOr-30kKKJJNPOyt13euiYvOPdIKxkGRDF97YDbOJUQ7EuwOYzxWTzaHRw5LuSm7UfQwlW8pu9Th9AN1tG3bQ7OM3-OtUIDyr357L7kbjsz40nZreVb4Q46pMoGTt-Nqa1gq4PLaaFa-PXLxXfAbrfu5HWTGCHBnlLC3F0jYn40Jq0AqtR1v2DquNPImGk1AjON8sfuQc11Pw6KwBDDTH354aCrV3N-dSOXvVlVMkXD4gdaqvBoGTKDICs1WTJvWKWSo-x1z2RZXg9oEyhzDlRVTbB5xrdpbkyHSufrQ31F-iap5AlDppJcPqjmuFaf9PUN2vY7pzAEN-Le-8tvh5Z3QdXlywXF9s4O7v5ZGFP19sGKqcB8O_fOs-6A3rr99WOp6wqFBWjjGHi_zPa46KOjc9OyevSxAVm4VgdYOMJGCYFvL-1dYbMfHhHtqvtIAeua-eCtXg_0layUNT6ao9beccmQl5h2WPwEvpRMMMrkoupTWhkzVpaH2mBKg4OUOOj_yoAYjxtb1MhjjnMX1oVYVcq6PzKnvterHWGen27JBw9woO1hAQ9GGP_KRzCK97FP68X2o4vBndicDNLVluwgrcU0Nq1J27Jpjc3vhEgkXYrOOJ8uGcbfakv7NZroFddDz4owF4OImvZ-w8d5lNAVaKWcARQiEO-nCApetitjXY0E3ei1T0Mw1oSqLsnxR3n4fr8v8EjH9ZD7oJaKenyeGi7ew3zx6SfMe2jAvnOrC_w/4m8/SLwEAp0TQ8SWVDiNyhE_5Q/h0/h001.lMg3kSHgFOgUOHOcnpY23HX3Mpb0r1YKZQHwPxCDLYg
- **HubSpot's Guide to AI**: https://link.mail.beehiiv.com/ss/c/u001.Cp7F1_nLVWROmM17j5Lyfa9wNs9W8LBYa_6bDk1Cx_ig4mUD9OpCIw6zt27mOBGQTQDgAC78JYilugmFSWypNA9ULnvDS5cWEfbttKvkr3ogS1TEzVBSjfVy26lmikWB2fslW_qMiqbF7JUeQA_4AoZyREG300BAoNt-hGZ35s9B3kKaQRftCU-rQ5RHcb0rMQdBUe8HVrAi4UKc1RCYeePzUloA-rKznpiA9UmsP7pdtrjOCg1Pk_wUseY3lVyAK1AV-yMLCDKEO05rpmZS8cIs4Kb0zKJQ-Rlp-M9ZJ0nCrh18RoC5uWPx0gEZpfhpbnqlIW8B4wbAdRzCXnW2gTLqbLY1xESoyZ1_vREYcklTnnZbwOJnxNrP9wcZpgpIQPYKSE1rIFB9vXsXbrHYy1htm1qjLk5O1yxLW6pOzAR4DilQr2xt_gbKI_UH6k83WulQ3qIm75VoPkJgR5g0UhJmRXrQLU2UgW_I1mbbNZ-7FtOVLAGeLXNmwlU0pt5_kSQDJmotmoLkNHjkUilCKg/4m8/SLwEAp0TQ8SWVDiNyhE_5Q/h7/h001.BMXGJ52qiBRn6L1HL5mCBVMqb9mEV6j_deVQ6-3zPTE
- **Download the Free Guide**: https://link.mail.beehiiv.com/ss/c/u001.Cp7F1_nLVWROmM17j5Lyfa9wNs9W8LBYa_6bDk1Cx_ig4mUD9OpCIw6zt27mOBGQTQDgAC78JYilugmFSWypNA9ULnvDS5cWEfbttKvkr3ogS1TEzVBSjfVy26lmikWB2fslW_qMiqbF7JUeQA_4AoZyREG300BAoNt-hGZ35s9B3kKaQRftCU-rQ5RHcb0rMQdBUe8HVrAi4UKc1RCYeePzUloA-rKznpiA9UmsP7pdtrjOCg1Pk_wUseY3lVyAK1AV-yMLCDKEO05rpmZS8cIs4Kb0zKJQ-Rlp-M9ZJ0nCrh18RoC5uWPx0gEZpfhpbnqlIW8B4wbAdRzCXnW2gTLqbLY1xESoyZ1_vREYcklTnnZbwOJnxNrP9wcZpgpIQPYKSE1rIFB9vXsXbrHYy1htm1qjLk5O1yxLW6pOzAR4DilQr2xt_gbKI_UH6k83WulQ3qIm75VoPkJgR5g0Uph0mExpQIjBHKgYnUTFktMCKh3NnBedxncpLo0JYyRsJ6sPoNat_h5Gop9leVnqrQ/4m8/SLwEAp0TQ8SWVDiNyhE_5Q/h8/h001.v7EN_Nq2KKuQ2dvPzz7fXKWa97oJ9_NyKex3-r56Wu0
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🚲 Volonaut's hoverbike sticks the landing

December 07, 2025   |   [Read Online](https://link.mail.beehiiv.com/ss/c/u001.QR8PDET7GVRZS9oWC_jpgH-qigySh3hAoVuoVNaPnGXq93utt7BmTy_NCYryO0ZsNIWKg7RxMBaTZpBU_35EFKPb9m6BKhI7TzbRZyo6ftKw53QcoMKgBXKS7ilyUobo8EzfjyDMx2yaYOMkeNIwOzhdlJ9Fc-PNmUr7UvRoKWyU9tcRNTQ_t9tyOmtQGbPukKVtLmLwcK9JKvhERN-8g8-HOrJGzQM8KvA40gzpTyrQedkLxNbzlua3JrAme6V44i84j5KoPtNIseUrhixUTMGjVvtfhoakuMIUXaKORzgSa4r1OKUGi6XQfd21i4StTKrpNVKHxgb14KS1FOoAL5pxpgLYV9sbzaClZ8ued0dN2ScTs_ExR4_CruKkmOGoid3mW1cDJWpb8BMJXPrqRqy3QbOVeo1lnrE6VroMuA1LbBwFcFlK7RBWIdKL7hWcZvguCvRr4glC-srYckvnB30RdI212ciRO6yx_PpwTMwgbjrjnx3Fu9MAcCuhmPoZoVDRZyr27lyPR52eLXPzZ48U1Juk3-uongHo9Toe29zeHhGSSr7eK8DKjqtNm5WF93Er8_OQaoFlS7J01nZiY89rlvAtFR9BCsg__mQv0GwZ_1XsraD6JOA9uUbl0oZ4ByVYnSr46CBD-MZqT_z1piE5UEqu5exBD6W_rEkghPw9N6dMxypT9EeDv7EkElAZs3yRN1zN_iNsaGd4evQs_9W04Feab5kshsJtM-v5LUs7AyuTT7jk6od8zegNwH30MCN1KD_prv2mtzrIJucp7w-dUygrC2gvyI-t7R07JXg9kb0AEl03BEr93R9FjIVtl2DMQr-q1nqnSD-ZSQ0vMMeh_N1w24mHnfTyEHvTjLHs99

The darkest fabric ever created

## Superhuman Newsletter

### Key Highlights
- Volonaut's hoverbike has successfully landed, demonstrating precision control that could make personal flight a reality.
- Scientists have created the darkest wearable fabric ever made, which reflects only 0.13% of visible light.
- Researchers have discovered a way to teleport information using light, with 70% accuracy.
- A new technique has been unveiled to build human habitats on Mars without hauling concrete from Earth.

### Detailed Points
- The Volonaut hoverbike, also known as the Airbike, has been shown to stick a perfect landing in new footage released by the company.
- Cornell scientists have created an ultra-black material that is the darkest wearable fabric ever made, with potential applications in stealth technology, solar panels, and fashion.
- Scientists have successfully teleported information using light, which could pave the way for secure quantum networks.
- Italian researchers have discovered a way to build human habitats on Mars using bacteria that can crystallize Martian soil into solid blocks.
- Other notable developments include the creation of a portable clothes dryer, a magnetic E Ink e-reader, and a high-tech recovery shoe.
- The US's 130-year-old grid is collapsing, and Paladin Power is building USA-engineered home energy systems as a potential solution.
- The newsletter also covers various social media trends, including a "human washing machine" in Japan and a human-powered flying bicycle.

### Important Technologies and Products
- Volonaut's Airbike (hoverbike)
- Ultra-black material (darkest wearable fabric)
- Teleportation of information using light
- Bacteria-based construction technique for Mars habitats
- Ozlo Sleepbuds (next-generation sleepbuds)
- Effidry S3 (portable clothes dryer)
- Xteink X4 (magnetic E Ink e-reader)
- Nike x Hyperice Hyperboot (high-tech recovery shoe)
- Paladin Power's home energy systems

### Important Links
- **Read Online**: https://link.mail.beehiiv.com/ss/c/u001.QR8PDET7GVRZS9oWC_jpgH-qigySh3hAoVuoVNaPnGXq93utt7BmTy_NCYryO0ZsNIWKg7RxMBaTZpBU_35EFKPb9m6BKhI7TzbRZyo6ftKw53QcoMKgBXKS7ilyUobo8EzfjyDMx2yaYOMkeNIwOzhdlJ9Fc-PNmUr7UvRoKWyU9tcRNTQ_t9tyOmtQGbPukKVtLmLwcK9JKvhERN-8g8-HOrJGzQM8KvA40gzpTyrQedkLxNbzlua3JrAme6V44i84j5KoPtNIseUrhixUTMGjVvtfhoakuMIUXaKORzgSa4r1OKUGi6XQfd21i4StTKrpNVKHxgb14KS1FOoAL5pxpgLYV9sbzaClZ8ued0dN2ScTs_ExR4_CruKkmOGoid3mW1cDJWpb8BMJXPrqRqy3QbOVeo1lnrE6VroMuA1LbBwFcFlK7RBWIdKL7hWcZvguCvRr4glC-srYckvnB30RdI212ciRO6yx_PpwTMwgbjrjnx3Fu9MAcCuhmPoZoVDRZyr27lyPR52eLXPzZ48U1Juk3-uongHo9Toe29zeHhGSSr7eK8DKjqtNm5WF93Er8_OQaoFlS7J01nZiY89rlvAtFR9BCsg__mQv0GwZ_1XsraD6JOA9uUbl0oZ4ByVYnSr46CBD-MZqT_z1piE5UEqu5exBD6W_rEkghPw9N6dMxypT9EeDv7EkElAZs3yRN1zN_iNsaGd4evQs_9W04Feab5kshsJtM-v5LUs7AyuTT7jk6od8zegNwH30MCN1KD_prv2mtzrIJucp7w-dUygrC2gvyI-t7R07JXg9kb0AEl03BEr93R9FjIVtl2DMQr-q1nqnSD-ZSQ0vMMeh_N1w24mHnfTyEHvTjLHs99bWjnndD_iA_D7EEtffv7zezRj-bw9qXKXWInmx-A/4m8/DhygjVVJTcKEXknKkbiGuQ/h0/h001.yruoNXt5J1_Mn-2Nj7EPvxqHKsnyH85tqrx6h1XPqag
- **Ultra-black material**: https://link.mail.beehiiv.com/ss/c/u001.QR8PDET7GVRZS9oWC_jpgPkf7yYzVTSAiMl3LHxJvNwqiISHQklwvR1GnHrdyQjqhS8GtUOpgElt4zMU8CFiay-u_4iNayZ1Egpi9m241w_lI0rpMo2xtk5P2xAxCFkpaflEd-B1qGTz2lza9U3RIFd3urmP4kTcpUOdHg9VjwROSCBk9W_l9C1FeZz7Jb9Ac3o9OLoVtkyMS45qrZ1He7wRFKb-wSo6nX8Euje907qSP-Wiaqjae3642zqfq6fPmGb6nMuUkWy67xAZGh4yt9es4BpMHeoMiS0HLCYykOmkKyFOTJXfMfzxdhzYfzl031w3fwAooKctYqMyFqZ1ehs1eWb4Cp0oS1VwEGkPAwc/4m8/DhygjVVJTcKEXknKkbiGuQ/h2/h001.8Ml6wsswslebMaiYBiZTzf86H2AoQXYupmT6pdfW518
- **Teleportation of information using light**: https://link.mail.beehiiv.com/ss/c/u001.QR8PDET7GVRZS9oWC_jpgDzvaou0tPpS1-Rh6x4L00UL0lByIaECxDgogRMaej45A3SpP6m4poWQiUNiFAf-L8sLPtmdI98ZgbP9a9B-GWKPdzQ19FXssWpIJY806_rChhvQBPJWWokGI3_BwZdPz58z81AEUinPea2GW5V4Ow_Ojbz2ziPVzdPV-TpAPytmfblLzQxXN9VVjgdEUwPgignss7hI-5HmQWgzXgVzZarvn3zRzzuUnNeMxhnDjoYQ9U-WosmRhvtQHXn5jLo6DcZfzeK0c0ZMsj1R1MrFYNkOtpo_SjA68cqXG1FCBRg6/4m8/DhygjVVJTcKEXknKkbiGuQ/h3/h001.ADn3IiSjdNB0rJhI4GFVfcplu0mnxxU19hN3Udw2HwI
- **Video of Volonaut's Airbike**: https://link.mail.beehiiv.com/ss/c/u001.LDkxbMa7NCxUGG7E2Yh3AHVhXtR0Q4fA6Idis9QR_6EYZ0rP5eHmAVZ0P2r9uVRH1rVijCjugxA5MLfHVt8C38AXSsWal5ut5inBvlGDMkISvMnWzg2iShmlRTBxDyRI29zV1YYtbaAo-yw62ABjxkZcS75UYDmQIcOdkrT0A6zLiLrZYDkQbQM30iJ677t_2hLeRKWN20jXXwJVA8_MdnzgBvRPLyFw0MTTlvilSMRE5I3JSxHqaUZXqZgrutS5ksib2XbqNGTI2PIBEEWvE5eFiGO3baJYYG3HTTSqA6g/4m8/DhygjVVJTcKEXknKkbiGuQ/h4/h001.IruOwPAwELf08nVzZwfI2SJwD5zM7wSjdQzIIyEYvE8
- **Innovative plan for Mars habitats**: https://link.mail.beehiiv.com/ss/c/u001.REEmffLvQfqR5rBh584YBMVPlIuNr80EiwHDn6XFIm-XB3VBGTdpKtPYRIeY7BfAdWJzFATuMu_Xzhos7G6uu8_dx5URW-4lVqnPwbJsXftZDmVW2iku0uS52pfYq2ZF1BWNxhA8O0H8ea-LytwVp1bXPkEgJSXpMJUH91qoi0hzEi3aatgfro8bKtfPtitaAJbz0rSFdGNwDx6FajHxl98WP9HO0HuXAIiXIvPW8yafzsEMgT3xF110x_sMjvhdoeAnm2haQ4ZMIwbeyRNks_f5bXYXbPYEyPh42t1SGwM7OeSf12KtNimpKfU-P4ciTOdx9R7c9Y_r_EmwmVmJ_A/4m8/DhygjVVJTcKEXknKkbiGuQ/h5/h001.F7Up3_VKkRKumy1l6JIthrl_1psU71DDXnsRzMI5PW0
- **Are you getting your AI's worth?**: https://link.mail.beehiiv.com/ss/c/u001.QR8PDET7GVRZS9oWC_jpgKk4d7lyfCfUgmApFcVxp01TjVkI9MvlewMO5lfZWLK2drzoHXJ-y7PZNQgsXwOb3zLLhq2ZmQqwmAzEVIOBnwGMquQYF-BUgsxblv-QsB6F_PT8xsitei1YmrbIUsd6OlOY8cM0yO9Cmi8HEGT3NQPfIjLRMkkQjEqdDlqG4IBSe9k8BnkKfYs4nGpX5pKDKXFkQ2frdw2t4375DaJzkhNL0RNvbf4qwZEeqJEzSh-iVT6blhKVnY_B_hpxc_RMR5ZkJ2A5THpHHAPBvLji6fe0MGYilxmDz5lGSjkSqFnk/4m8/DhygjVVJTcKEXknKkbiGuQ/h6/h001.uQ96g5O8_f0bLQ8TU8XOS4LX_ohMB2URqVCOu0saxSE
- **AI Benchmark Report**: https://link.mail.beehiiv.com/ss/c/u001.QR8PDET7GVRZS9oWC_jpgKk4d7lyfCfUgmApFcVxp01TjVkI9MvlewMO5lfZWLK2drzoHXJ-y7PZNQgsXwOb3zLLhq2ZmQqwmAzEVIOBnwGMquQYF-BUgsxblv-QsB6F_PT8xsitei1YmrbIUsd6OlOY8cM0yO9Cmi8HEGT3NQPfIjLRMkkQjEqdDlqG4IBSe9k8BnkKfYs4nGpX5pKDKXFkQ2frdw2t4375DaJzkhNL0RNvbf4qwZEeqJEzSh-iKp8_kK8veQsh_8Xk-OvsbIGV8cxbIUKyOloCVnWLlvJq_Ra2aZxCQN7e6IIDFSCd/4m8/DhygjVVJTcKEXknKkbiGuQ/h8/h001.KihMgVxcEcrO1IY59wive4r-HSJ8dAJn97V2gFw_Iz8
- **Get the 2025 Opal AI Benchmark Report**: https://link.mail.beehiiv.com/ss/c/u001.QR8PDET7GVRZS9oWC_jpgKk4d7lyfCfUgmApFcVxp01TjVkI9MvlewMO5lfZWLK2drzoHXJ-y7PZNQgsXwOb3zLLhq2ZmQqwmAzEVIOBnwGMquQYF-BUgsxblv-QsB6F_PT8xsitei1YmrbIUsd6OlOY8cM0yO9Cmi8HEGT3NQPfIjLRMkkQjEqdDlqG4IBSe9k8BnkKfYs4nGpX5pKDKXFkQ2frdw2t4375DaJzkhNL0RNvbf4qwZEeqJEzSh-ia-CwO8jS30A0hNhJOTFUXvuPnP9e53lRBADmMQdaYNz660bZn7vjn1RSu6yzh6lW/4m8/DhygjVVJTcKEXknKkbiGuQ/h9/h001.YMH3d03WdGK_Pq2DHk6ZOkvk7MuLXcUd8vBiE7yGI9M
- **Ozlo Sleepbuds**: https://link.mail.beehiiv.com/ss/c/u001.1FxDUWkbNuPKPw5uRCpR2tb6A4E7si_XScOIdHAt0FHhsuIyP3OerRSAx8E_lRBG3KFE7QdgWSWu5UIr-n6XuytpVFF0WtI2oMd4K6EDEzXCQEXfD_KnHrlHWabAX95AWBcwACVBP3HyX15bhCEDogpbv4uXXRnxWh1ajyw90c9ib9YFPn3K9z8q9-qohA78X6Us1Yl4DhbKjL-9myuYygiktHTiOy4Nr9agMDv3qqggOH0y8R8a-xJ0tvwyrXmehHNr5JLPRt2soYc2t1VVjw/4m8/DhygjVVJTcKEXknKkbiGuQ/h10/h001.VQjdgAI_QjDhK89j_IGjJeF8-jLF_YYC2WY22D1BPzM
- **Effidry S3**: https://link.mail.beehiiv.com/ss/c/u001.tLO9pzLKcxr3ShVlu4P0GmyGYTM--VCtzGG4-lBrnX8wz77COGt2d963LfeqPFBPV_U2rUixFV0ilFoIfgHINXU30OklOdrI7FtQpeKLJUjDzfmexnj9s-wVuSjsZxviLv1FRJTc1VvsXe8wWXM4z3rMylf3bBxXCjalK_hU16fY7GJXveW_V61kvxmUSRI3IdFb2WW4m3rgi8gGxS8RuNFcbOPhb8zS1ckZCDH2cfxJtk1k2yY5ejbjJZfk99SN9ho66Y8z_HiONAF57S_9REGZG4dqQuadQmesFZ_VawqM1bdQ2HLd0Xj03CC20CzoZKaXLZ2Vjc9ESsqwI246HrBvDJoU4VwgNskw3g9teRWKimJFw_p1ivWgkfRS1M06/4m8/DhygjVVJTcKEXknKkbiGuQ/h11/h001.oq83oAmnqf71-a4lTgJws6PyEhS-pJA_Y1_Urcf5TjM

The Coach Founders Call When Everything Feels on the Line

Life inside Venture Capital

\+ Your Weekly AI Roundup!  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌

07 Dec

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![](https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/user/profile_picture/d823006d-a4f6-456a-abc

How AI is changing VC

## Mindstream

### Key Highlights
- Vijay Rajendran, former Head of Portfolio Value at 500 Global, has shifted from venture capital to coaching founders, emphasizing the importance of mindset, clarity, and resilience in leadership.
- AI developments include a study showing that 62% of AI models failed when exposed to poetry, highlighting potential vulnerabilities in AI guardrails.
- HSBC is partnering with Mistral to automate banking tasks using AI, and Alibaba has launched AI smart glasses with built-in screens and Taobao scanning capabilities.
- Apple's AI chief has quit amidst delays in Siri development, and the company is rumored to be shuffling executives again.
- OpenAI has declared a "code red" to improve ChatGPT, pausing other products, and Meta may slash its metaverse budget by 30% to focus on AI instead.

### Detailed Points
- Vijay Rajendran's coaching philosophy blends strategic rigor with emotional depth, leveraging his experience in venture capital to support founders in navigating high-stakes decisions and building resilient leadership.
- The AI landscape is rapidly evolving, with US startups quietly switching to Chinese open-source models for cheaper, faster, and more customizable AI solutions.
- The Bank of England has warned of an AI stock bubble forming, citing concerns over the rapid growth and investment in AI technologies.
- Google is testing AI-rewritten headlines in Discover, and Meta is burying the metaverse, allocating resources to more promising areas like AI.
- Anthropic has signed a $200M deal to integrate its AI model, Claude, into Snowflake, expanding the reach of enterprise AI applications.

### Important Links
- **Vijay Rajendran's Interview**: https://link.mail.beehiiv.com/ss/c/u001.gjhmqEwk0_1N2onZZqAiR2EZGYdu9KJldGR4icosbGmYP4luXYVPZbOrwmplBjzjTBbbxGkvyFwUkvvsBLELfJabbTszqWqXqo92jHP4BK0T7C_OMIEiOWMJU73Su7UZWccxDEJOS6HlhSBXAtBasY5AUtmdQntiLN3KiPE0NwVKucR3cq7TVsZCUvszY8E9/4m8/psulFPSqSU-sQnILyFtFTA/h3/h001.4ifup84YalVQbKTofpPFCXS4LqIhMAom5_TN2JU0XPM
- **Matt V**: https://link.mail.beehiiv.com/ss/c/u001.NDEKvrcAp36_oNtoPadwALD92hsUMpMVhONPx5PZv60tF-kS0IgjCSiiHb0oyFODmkMEZdQhSe2B2kXU67-SWwC7ww5fs3TZFxjMTYpopPvMtiETjHEwZKKHHem7Ojj6DPZ7QA7-9x91j-hkIW9wrUx2t9gWSStdn6JZiXPD-eafmrAqdtGOSnJzqCP7R3TIk0EQpEKI4bUmfhpRw0x7iXSQ6ZntNnYjS8_TqCEG_1DcI3KJM0mNVD8wDshXmCEDAV6eV4qKEPBAfONnqP3KOWvWXzbIE-7eLxz_RByfwn0Vv6eKcFNyARIKNkBd2V52mnNpOUEKqDAucTJQUUTs5yaOIjFlKY_Ulh8zjNdnewglE5UOwJ1_HUka9cdEVpxCKgTiRFChG23kUmx-_6kdU789T_Nyl_Rfi55nFZW7a1EqkL4p6rChbdZS4XOWe2gFMQL-auo1TM7wFxMSFxP5Tpi3b0gcS-kZ04CXvi1pAzSGoa8Ox5_lXWxZyOPnv45dKEobP9ztmlu9FZ-BaSg8IzJVl9uiL-BQ02HoxZ7abqaO8uOACPT4gvR7nKRGNfQ8vtDz1PuLogrLBq3mqsq80236KpuQhgt3FBDEf51MMTdp8mMF3bF3l36ysbyjTduLBEvkdwiK_DrOGFhGsIdmiIoYuNP76xeSd7DE29rLaRUzK87xD8cHcjGzAAsAk1A1f-xr6-TfR9j2caQwml0OZ7lIRvmPOrKp6r1jiyQVyNM/4m8/psulFPSqSU-sQnILyFtFTA/h0/h001.ci74g_dKvGb9FxI9Dh7lXvkqN32QhyGNhdmSY2OJE5g
- **Maria G**: https://link.mail.beehiiv.com/ss/c/u001.NDEKvrcAp36_oNtoPadwALD92hsUMpMVhONPx5PZv60nacXMxmiVkP4vy2HKcN4J6QvgkNFigbKCBWzVFfQCzR_ysROiUoDGLDbMLulS9T278oeoKHu_gdY4ATHHenXVRhZ6_TVTeCzkWuKw6BCNvCfAJnbwHPC-o9aQrU4v8TKdbDeXRfOLUwj7hJ8GcONekUZc84sTChoE3jZOFS9AveMoKvB9bhFNqbbZ7oMF87xVefsOyZDlXZEtUa61n63v3OBQvDusuExPg3184-VsZyEvEEFNhugXV-082XWrZBI71zd_JCRK5EUl8CLfmo1gIM1EPz8lSB-NasHaczT-JVZ1BZVwp5rTzJ1b1MDeNUgv32lZUXpz3-pCw2nhj1ywsZsyalDpxDQSx9bMmV8cL8B5yg_5_IB6AMuo4LCWAWOM8uOpNTgRrFlsObJKz6LpoUNmLPU6UOpxhLw5wIaT8wlu9E6z-hthhA7u_Ho6J-tyGH-O1HAyPGGHZRXx8YKYwcngEjyNbnqqGGvWjuOaTU-cV92_TQfgk4sZD20toJpH1pobUNgcK4RPJJu_h9_DBs384vW0HtlPsbZSIv2s8H5U8xjRHezhxI_jR-01EvSZGg3Oi5iWUUscI-2i9PuP-kFUF2nXsPj1CkidtLHKP4u1Fcwnkrzt2geUXcUVx_PkynJsbFAYeGuZPR_hejbGluY_aZ2aLw8q0_-BkIaJ75L8ltLzs2-tbyvmnA4t40w/4m8/psulFPSqSU-sQnILyFtFTA/h1/h001.0qUTaoE9qxOcR9pGJ-Y97bcke6gWe57dPhSbuTDi-Rs
- **Adam B**: https://link.mail.beehiiv.com/ss/c/u001.NDEKvrcAp36_oNtoPadwALD92hsUMpMVhONPx5PZv607Kd_HtDCW1W_-ayObnnQt5zSyMoruXYhj6xas7-sJAFZBu2aZVkc5i0W7X4P-rN744gy_r5NPc48NNnLEVL61JrbzpWb_nWf5bF4uJWxs29mISkFcDHGBFeXnQ0kNV4zIBMYZbo5J_pQx2ihryl-g8bwCKxJljE-Lmmu_LoRCilHrMjX5mwXP-AVtI5LOJNJiq5khwIKxrYTdKpN5W4JPNin1QU8BRRPz3iPPcpdK9UQHI0V6qaWyxK0yClyF3lZz-jOMz2D5WTWT0mIw7PHwbL_gBU7zpUeddYECiU5uyo38nsDJWBa1U9stUmRw6EFzMfsbliif3joO5iY4SmEc3n_EXhmjNC885CoPZWW6dcLnK3CYbcBUz57Kn3BQrp6LobFdV4fP7TNOrop8AHixlHs3b2aQl_CglWECuG6xyXbeP5rh63XDmf6pH8mARoX6sbk1fOh6L9pJNsJBTVESWRfg1JPCbVttR782GedH0_HUpNg7SmWx5_13G8wjSBlcr2IMSFt6Oktjc-LrQ4dFddBazNgP-y3WBK6-V-_pnfiWQTd5mnSJvkFjgeBn8m43aVTTcF6BcoyoSs1l9kuNPU8FF_WSh7pCKOMuR8jIgq0EaJjfQQuiBdaDK4EoAFug8YnopNrKexMMqiI_5n3YkkBWOMdztP9Xm5hMzDYo_w5ZvuWWAx972DXCrAi04Es/4m8/psulFPSqSU-sQnILyFtFTA/h2/h001.oV83K2CfwbnzsAcQTrK67T13btpd0pT88VGdzkxDwz4
- **Poetry and AI Vulnerabilities**: https://link.mail.beehiiv.com/ss/c/u001.NDEKvrcAp36_oNtoPadwALD92hsUMpMVhONPx5PZv60N9IZGfW07ekFK_53bH0KklhjwCM4lpP91-cibjQRVjCsXzfFstoZ7Qg8XxPL1O4NB3-woEGO6TWLymwnLNVvDuGZhGHiPv4mdWhheBZr5iHgvGXL6DfU71BnBlluhHVyW6rSmoVcDbkEddD9oNx3IB4RcurD8wiDo5N7s_tbdhbTUD7uX3oVE_IcySEsAWpQgkhKHAVWvYqVx3lh1bi694XNRBGIoaHsH9sFH9ZfG1dtaOAKD_yoOOOBMuaI2Iie5XL4Iyoz1_G5_umQ0qLdM4hqe7cF5pS95DG7exKiuJgADmNx9LmnsvjT4dDQOY4BRoMPOYkDHhb11TQYJPCSqVR4OQmDuUmD9Mgkrpya6dcs_tvhRPNpnZHDo7oQGk3Vby2gkq1pkaixyR8ymDHULId5sfT6CbkRKrymBAKLvppVBXlnUFwChCMkdeR48Qi8uEHSio0w7TTbPgBI7ZtiHicK3gA3mJGETMnLMHZjYQy22bjG24iULyTYq7PZXUm1iImjDYHVFq77d3frawjMopO5fuy6Gkvi4bHfwK_uNPfLQ81FfNgwWldJCmU3UzWbQq3yilZkCWbJMBjx-mst9go5bChe1H9F0FGCmODN-BtSQAe3a3uQSnzn0guHiFbyrnQ7O3lbD-mJ-E5cyjdeIphtgyeXecdFA9YM1Zdektp24aRcLXhedKNXI6XB9zvs/4m8/psulFPSqSU-sQnILyFtFTA/h10/h001.MKXAiy7gScRFTmn2D0qPfm8zEByNk_pmK1GDDxMhnn0
- **Poll Results**: https://link.mail.beehiiv.com/ss/c/u001.NDEKvrcAp36_oNtoPadwALD92hsUMpMVhONPx5PZv60AUbKTofJo-4s79iV0_7WbAPTSmrZ9P04KkxAYpALvk3fxeJGd2lpckMHGhIukc203BOWLP2WABupltkmCR1Dv82vZaSZeMumOI_u3x2vHUt37nrCzyRldXB1YAH62wXyEXL3YoPn_5DT00G4TFqUSMkeqmEPN5CKKBXjEZDSFAfockBU3myDt3uVBPJgnaQWuoC5z5ACF2cnviVMTOloYdk-tTaFDZMawa76hz-51yYbpGQUfXMvfuP_SsRCHO8B4jDm6r4FdLuyEfP0zAst47YoznUhZM5C10RDiutm93iOICQmrlWpV1nGOjBY_EQf8VASLOvtKAQcifS6M0NgXcjb2N_hBls2q5DdxDeM5wKwycEpZYr_1xUk2UxY1lsBEna54o2c21mHkOScG1NmkA2xlu9YnJcfBiwn32jWfUdH3_TdLiIwVKSeFYHYa7YuOVELqrCxlYFzqsasq4g8ay-fYOFXuxawDwrtYbYEfg8fRuZo-s84oETMGa-pUgNetqn73Nawt2Cfuy7SMLm26qwNoUagO53EHf-cqYrdPYPTz9Hkj18zyXDmLbVHmdBL8gDH2tseX3JFp3uI3wCrkDSU_2bwvP-GUde168Hjf6qck6Baq6eJpm1Ve9Nx0JYPWWZ9VfvUK5x28x7guWlILwugSPh98EDbsquGM_kOF38RI0r0NZukmYws6zuUQRoVLIWBtNEf5fsnEX0HF5MgvOGVJYA1kVQ9skiha0mmakiv3By8UGvFBIWGmnMqrzwVDJzOu6HLdgJ5ndkbxSma4AYQWZHVQs7BTmpuWPbVP4o3jn9p4SKBtJcagFci4-FGVq7pZPmBdyH-V68cXAgqgTHSmo70a-lfEU3rQ4iS1Qw/4m8/psulFPSqSU-sQnILyFtFTA/h21/h001.8QHE0EII9rXnAyPt6CSyTgOAs05CKHziAQEaV-dwixA

# Daily AI Newsletter Digest - 8/12/2025

## 🔥 Top Stories
- **Major Breakthrough in AI Infrastructure**: Amazon Web Services (AWS) has unveiled new AI infrastructure powered by Nvidia NVLink Fusion chips, boasting four times the performance of existing AI hardware while using 40% less power.
- **Code Red at OpenAI**: OpenAI has declared a "code red" to improve ChatGPT, pausing other products, amidst growing competition and concerns over AI vulnerabilities.
- **AI Stock Bubble Warning**: The Bank of England has warned of an AI stock bubble forming, citing concerns over the rapid growth and investment in AI technologies.

## 🤖 AI Models & Research
- A study has shown that 62% of AI models failed when exposed to poetry, highlighting potential vulnerabilities in AI guardrails.
- Google Research introduced Titans and MIRAS, systems that let AI models update their long-term memory in real-time without retraining, outperforming larger models while using less compute.
- Alibaba's Qwen team released a text-to-speech model with 49 distinct voice timbres, handling 10 dialects and outperforming other models on multilingual benchmarks.
- Researchers have discovered a way to teleport information using light, with 70% accuracy, potentially paving the way for secure quantum networks.

## 🛠️ Tools & Products
- **Tool Launches**: Guidde, BeFreed, Vozexo, Tendem, Ozlo Sleepbuds, Effidry S3, and Xteink X4 are among the new tools and products launched, offering innovative solutions for various applications, including AI guides, audio learning, voice calls, task automation, sleep improvement, clothes drying, and e-reading.
- **Rocket**: A platform that lets you build with commands instead of prompts, giving access to over 100 precise actions, such as fixing mobile layouts, adding Stripe checkout, or connecting a Supabase database.
- **Live Avatar**: Generates streaming video in real-time, synced to voice input, and can run for 10,000+ seconds without identity drift or visual glitches.

## 📰 Industry News
- **Partnerships and Deals**: HSBC is partnering with Mistral to automate banking tasks using AI, while Anthropic has signed a $200M deal to integrate its AI model, Claude, into Snowflake.
- **Executive Moves**: Apple's AI chief has quit amidst delays in Siri development, and Meta may slash its metaverse budget by 30% to focus on AI instead.
- **Regulatory Updates**: The US has moved to tighten AI chip exports to China, raising new geopolitical risks and highlighting the strategic importance of AI technologies.

## 📚 Resources & Learning
- **The AI Benchmark Report**: A comprehensive report on AI performance and trends, available for download.
- **HubSpot's Guide to AI**: A guide to getting started with AI, covering the basics and applications of AI in business.
- **Nate Herk's AI Agency Course**: A special deal on Nate Herk's AI agency course, offered at $94, providing insights and strategies for building a successful AI agency.

A new series where I share informative flashcards and resources.  ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ 

New Eval Flashcard Series: Part 1 -  Error Analysis

## AI Eval Flashcard Series

### Key Highlights
- Hamel Husain has started a new series of weekly flashcards on AI Evals, focusing on introducing important concepts, especially for those new to the subject.
- The first flashcard in the series covers Error Analysis, a crucial skill for AI Evals that helps in deciding metrics and evaluators by identifying unique failure modes.
- The series promises to include fun elements like memes to make learning engaging.

### Detailed Points
- Error Analysis is a systematic process with four stages:
  1. **Creating a dataset**: Gathering representative traces of user interactions, which can be real production data or synthetic data if production data is not available.
  2. **Open Coding**: A human annotator (preferably a domain expert) reviews traces and notes every issue in an open-ended manner, focusing on the first failure observed in multi-step traces.
  3. **Axial Coding**: This step involves categorizing the open-ended notes into a definitive “failure taxonomy”. While Large Language Models (LLMs) can help organize these clusters, human review and refinement are essential.
  4. **Iterative Refinement**: The process continues until **theoretical saturation** is reached, where new data no longer reveals new failure modes. A common rule of thumb is to review at least 100 diverse traces.
- The series is designed to be visual and engaging, with additional resources like live demos and guides for those new to AI Evals.
- Hamel Husain provides a live demo on performing error analysis on conversational traces using just a spreadsheet.
- The newsletter also mentions a guide for those new to evals, which answers common questions and provides educational resources.
- Error analysis is highlighted as a lightweight form of data analysis that has been around in machine learning, with a shared meme illustrating its importance in discovering surprising insights in data.

### Important Links
- **Opt-out of flashcard series**: https://click.convertkit-mail2.com/k0uzmx5mrvs2udeqxnwtlho9zg277i8hd0l06/8gh7gv5zu3uo9w60eril/aHR0cHM6Ly9oYW1lbC5kZXYvb3B0LW91dC1mbGFzaGNhcmRz - For those who are already comfortable with AI Evals and wish to skip the series.
- **Watch the live demo**: https://click.convertkit-mail2.com/k0uzmx5mrvs2udeqxnwtlho9zg277i8hd0l06/l2heh6ulrqm05dfg/aHR0cHM6Ly93d3cueW91dHViZS5jb20vd2F0Y2g_dj1Cc1d4UEk5VU00Yw== - Demonstrates error analysis on conversational traces.
- **Guide for those new to evals**: https://click.convertkit-mail2.com/k0uzmx5mrvs2udeqxnwtlho9zg277i8hd0l06/m2h7h6u3e26gkxtl/aHR0cHM6Ly9oYW1lbC5kZXYvYmxvZy9wb3N0cy9ldmFscy1mYXAv - Answers common questions and provides educational resources.
- **Favorite meme**: https://click.convertkit-mail2.com/k0uzmx5mrvs2udeqxnwtlho9zg277i8hd0l06/dphehmue5d94z3ul/aHR0cHM6Ly9oYW1lbC5kZXYvbm90ZXMvbGxtL2V2YWxzL21lbWVzL0FCTC5qcGVn - Shared meme related to the surprises found in data analysis.
- **Update your profile**: https://preferences.convertkit-mail2.com/k0uzmx5mrvs2udeqxnwtlho9zg277i8hd0l06 - For managing subscription preferences.

🦾 Gemini Surges 30%, ChatGPT Stalls

Gemini takes off, memory crisis, AI game backlash, cyberterror weapon, and more...  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌

December 05, 2025   |   [Read Online](https://link.mail.beehiiv.com/ss/c/u001.YVtwEONifAodwtyRJ4fK9EF0aTtXoffYj_Syhgk1RmDd9jbqbJitp6Ju93tvT5k0IU35CD0QjuTcNWPiiuEm0qSpKvp1y4wvdlZzaXJZ0_HyOYazagNdfalGm-yRJzdz-5Ur9AUte8Uib-RHLc4rBMrDysPHPcUUMIh4lv_arCs9Z1XbmFOybPPNz2eqrPNQgRj7G5uo4RChlz8OOaZuuIBpomdGstGsW_UqAc34HpHTIsQi0O511gXlcjSn9W6kv_3B97LTJZJcsEeo2XJlhw99xSVQKRBKvZ8WpoRyRGS8oG6Ppe2Im8QXQJDo0nLz7HkVIDa1oxWhNYM5EjfO2VjSqAaeSRPhMGaoUxX7ubIyVj_fGWMV1WewWBUoRZHpjqGepH9oflduTaY

🦾 Gemini Surges 30%, ChatGPT Stalls

## TAAFT - There's An AI For That

### Key Highlights
- Gemini surges 30% in growth, while ChatGPT's growth drops to 6%, indicating a shift in the AI market landscape.
- Google releases Gemini 3 Pro, a model that goes beyond image recognition, handling documents, spatial layouts, screens, and video with advanced reasoning.
- The AI wearables startup Limitless, known for its conversation-recording pendant, is now part of Meta’s Reality Labs.
- Demis Hassabis warns of potential AI-enabled cyberattacks on energy and water systems.
- The ARC Prize 2025 saw open-source solutions dominating and iterative refinement emerging as a winning strategy.

### Detailed Points
- **Gemini Growth and ChatGPT Stagnation**: Gemini has shown a significant surge of 30% in user growth and doubled engagement time, indicating a potential shift in user preferences towards Gemini over ChatGPT, which has seen its growth drop to 6%.
- **Google’s Gemini 3 Pro**: This new model by Google is capable of handling complex tasks beyond image recognition, including documents, spatial layouts, screens, and video, with advanced reasoning capabilities. It can convert handwritten notes and complex charts into structured formats.
- **Limitless Acquired by Meta**: Limitless, the startup behind a conversation-recording pendant, has been acquired by Meta, joining its Reality Labs division. Existing users will receive a year of support, but new hardware sales and the Rewind app have been discontinued.
- **Cyberterror Threats**: Demis Hassabis has highlighted the threat of AI-enabled attacks on critical infrastructure, specifically energy and water systems, emphasizing the need for heightened security measures.
- **ARC Prize 2025 Outcomes**: The ARC Prize 2025 saw a dominance of open-source solutions, with iterative refinement as a key strategy among winners. This indicates a trend towards community-driven development and continuous improvement in AI technologies.
- **AI Tools and Developments**: Various AI tools were highlighted, including Norton Neo, an AI-native browser; Impakt AI Coach, a personal trainer AI; Notis, an AI intern that updates tasks, calendar, emails, socials, CRM, expenses, and bug tracker; Remio, which captures everything you see and syncs local files; and freebeat AI, which creates AI music videos.
- **AI Image Generator**: The newsletter also mentioned an AI image generator that can create anything from photorealistic portraits to abstract art, with full control over lighting, composition, and detail.
- **Rocket**: Rocket is a tool that allows building with commands instead of prompts, providing access to over 100 precise actions for faster and more accurate development.
- **Cybersecurity and Privacy**: The importance of protecting personal data and the threat of AI-enabled cyberattacks on critical infrastructure were emphasized, with tools like Cloaked mentioned for scanning the web to see who has your data.

### Important Links
- **Read Online**: https://link.mail.beehiiv.com/ss/c/u001.YVtwEONifAodwtyRJ4fK9EF0aTtXoffYj_Syhgk1RmDd9jbqbJitp6Ju93tvT5k0IU35CD0QjuTcNWPiiuEm0qSpKvp1y4wvdlZzaXJZ0_HyOYazagNdfalGm-yRJzdz-5Ur9AUte8Uib-RHLc4rBMrDysPHPcUUMIh4lv_arCs9Z1XbmFOybPPNz2eqrPNQgRj7G5uo4RChlz8OOaZuuIBpomdGstGsW_UqAc34HpHTIsQi0O511gXlcjSn9W6kv_3B97LTJZJcsEeo2XJlhw99xSVQKRBKvZ8WpoRyRGS8oG6Ppe2Im8QXQJDo0nLz7HkVIDa1oxWhNYM5EjfO2VjSqAaeSRPhMGaoUxX7ubIyVj_fGWMV1WewWBUoRZHpjqGepH9oflduTaYtmH0vPNgayMK9j5ARFhjDySyjDw4RZenoE_dbmqDu2TmC5aPEgNUO0OnYHDOvcIoVN0sYIPYElVzIWPLuDxxxty7-qYaNJ-81wEiI7j1k9QA4xtxDuHRosonCZbO3rHL_kunQnX_RbQCZt2W-ZASV3f_MravhNrramTmapo28Tzdxl0_ZpHpCKGpjvnfQhpJDtV1V9LnnUTok9RiBw7tOZyk7wMirxbwNMPN9pwmwVQQjbw6YvB3RusKScqCsTCq68jRgOSloi2taKjaxaGgtPqnU0nYI8L-_BjMwk2WVYxjA6y5RDgQlbyzrA7lmnHYc3HUFbtMqos1QKZDk5lVi-MRpyPA1keQEJ4BAelePhjrJh-dqoRRI0rxiz62ItMUNydv5ySVbH7lcgSykxxdhBL3G_1MsjQ8zva7PABrmZT4oGLRXwSriMzCxwlCHaXciZOHGEbz1sWncjBRzQRBHc7dCX5bA0nNfRSjYC6ePjLLAjgBk/4m7/NQn72B4BRtadppgY1RJbDg/h0/h001.qYJk61CayyLxvOZA7Cny0LwMel6OIiM3Yrt27v2XBII
- **Gemini Closes the Gap**: https://link.mail.beehiiv.com/ss/c/u001.RUBZ4nmpws8F7fbywsQK-kJr-QT2oW27rSFqVXAmXxKsLgALvucA2qIMDTOD4AXr2BxiXeByVXzAumlXn1c8X_EfJuFkrmYlz4fCkhLJP9wfN3iKgt0TqW6xXlmD7jZtUGKvUy3qwAMPXRMfNCU2G6xF0Y1arPWCfsSnRkElv7oySxLPjjHUGnEr-VqNbNKnunr1H2dQsUPyC007SSUNsoMdk1r_RIeu6kOONy70nxyyTK0_J3s-rMnqo_Tgo667Hi2ma_oSiDKERbXkTdYhxpPU64dGkgM9G72rMsijExsHzQLsl00BtmbGW05v2_lcaIRKpuQL_Kyr49mCBoPkOA/4m7/NQn72B4BRtadppgY1RJbDg/h3/h001.YBohW6aj70lLfNfSbt95OQVtgGcl8AQdDzkh92jeNaE
- **Google Drops Gemini 3 Pro**: https://link.mail.beehiiv.com/ss/c/u001.3YshOXZIfqUXTj1bFWjr0DG3X4W_YVl5T2lTFi906ldZWtKwHWHcwL1u_hjOfHPGiJNGWusW6WDrS1EoJMtQt7PuoprZU4lqnoRnGbMityvFWxmoIoW4OBPZQg6oOX87IO99i72vR7OPrjGSLGWuO0K4PBHt842Ky-ocPivVkZJBz1vS69HlBXwsABc6peVJoqL54rysraeRYHj4I3_aYOXYKies0MRBf1ElmHdaJ5WKeDPReh36N9IJRZuguOPokXI-s4t2h98E2fOevMYDmr-1yDNpivRPC0zMtjMs0WFUwgesGYXVK2rHzC-UTxaR/4m7/NQn72B4BRtadppgY1RJbDg/h4/h001.4Baqf8jOw1guZbqVw-RVIQharV1MkanX9iWeCNiv3Bs
- **Limitless Gets Absorbed by Meta**: https://link.mail.beehiiv.com/ss/c/u001.os0wY4i5pjGIM0Qbp25e7nHDGWMkyZfBz5hrte9cVHlnOAzXUiH0GZ4haUYnZkPAtqhZ98iqlZToJgXAC4zGZpRj4vLobuuffwLPZ9B_rtkzUCpEIqIAeaRnZKXTLyPPpNhbuZNKTlHva71Qg_yc5iitLRs87Wi5qpS9Vjyc-9EnasZXi8hoiWr1ZgdIuDjnPhCB37GEfbQEAGyD_qFFEwdJP0PFkdk3Tlmqcvkk9_ol_eGQQ1FAmwjl6O3-3Vng/4m7/NQn72B4BRtadppgY1RJbDg/h5/h001.IoDG_PO7gOdk0RAWaGIROg7U2ajepLZfc7qwynzILWc
- **Rocket**: https://link.mail.beehiiv.com/ss/c/u001.RUBZ4nmpws8F7fbywsQK-n3a52zR82FlHvqzlca2fur4GGgJW0f2foijNTghBWG62EbGXvuvX06OB71ACl_R3YHt0O2PgaA7FwAhFGLkD-i41yS9JOiZ57qcyOu172hwAPfD3r7taG3IyWVY1TuTPqw_jceFN6IfcBOaRXmfuzgC51zXg8LdmQNK9ohA1LTP/4m7/NQn72B4BRtadppgY1RJbDg/h7/h001.kB3PzSoYf_HG6NngO2HE06UAw22hY6wtSZfjrQVN8Dk
- **Start Building Faster**: https://link.mail.beehiiv.com/ss/c/u001.RUBZ4nmpws8F7fbywsQK-n3a52zR82FlHvqzlca2fur4GGgJW0f2foijNTghBWG62EbGXvuvX06OB71ACl_R3YHt0O2PgaA7FwAhFGLkD-i41yS9JOiZ57qcyOu172hwqrQt8AdIHygUoiD6f-vcf_WVV2k7p6AT7gD5y8EhIVkNW_yJM6h7JHEhfE1qLXG8/4m7/NQn72B4BRtadppgY1RJbDg/h8/h001.vmKKUOTjc4ny8J-IY-PfgOLjQ7WqmPykteNDibmFhrA
- **Norton Neo**: https://link.mail.beehiiv.com/ss/c/u001.RUBZ4nmpws8F7fbywsQK-uqgXzEAXfEX07MLNNcxTGAbULxbDGDN-S75_K2uLihQ1yo9AQAxFJuxOkj4n3xvcPd0PHUc8-SpUNn5O550WA6QTtMp856nb_GfsKee93kmH_s_C_oGKBoWkG1v4od3ugDiAbQoRlTzEC7_9zSeisemS9DPdLCFndT5rqkSgAOwgTLGQKlbJiyLpw9poS8wkg/4m7/NQn72B4BRtadppgY1RJbDg/h9/h001.HmgBdfPFl-hktbjbtb6fjLiMz7WpAgFlSiAJBhtnvck
- **Impakt AI Coach**: https://link.mail.beehiiv.com/ss/c/u001.RUBZ4nmpws8F7fbywsQK-ljC87YD6wlukRLaRN1ALxydn0sQ9xwAq08NKEmSCwn1C-4b0_0SbEVlSlfL0n37kvqs3GXLP7PQcxAZcdYKUkyjBgBGNd_vbroNKDJI2anT7nBGFU2nqoyLL76Qkeqp2C7mvk1o9hHimNyOxFNVfw5R_sY_DEcPdXrihRv_bHTtmZ2Y7MoOBB_ouTabuPNzpELf0_6vfozzDce1dNIiTRavbNdvjtgllwpayy8Z0k4-Z_qk_syCxqb6IaXHohtr_A/4m7/NQn72B4BRtadppgY1RJbDg/h10/h001.GRqvi_YP-t_xnOth-17L0azP58Rc0OV1TAXicunv8ww
- **Notis**: https://link.mail.beehiiv.com/ss/c/u001.RUBZ4nmpws8F7fbywsQK-gqv_RcFK8Cf-2SVNQQGIXBwtXBuVJGAbTZ4mVmJQBAgs7AmpAnhp3kHUbN8WdTPIvvbFtUwHRnXEvU6kIK79GX2dEMft_AKUGFhcmeMzFRbO7EE0jqx_zQ4XDnn0jdh52P-PQolZZ968GQMtsIskJbKNOItiQ24l3fj9sByAAZd9YrY46gC1zG2rSUcxgIT1BU6ZGDUkJLLFTvA6XgewPSZ7wwH0BnhPUKcl8NcIzzz/4m7/NQn72B4BRtadppgY1RJbDg/h11/h001.GySb_ka9vkOqt4kLRMKa95kGpFE4Dii6kleCheW465A
- **Remio**: https://link.mail.beehiiv.com/ss/c/u001.RUBZ4nmpws8F7fbywsQK-i_CyE1mB9MmuC5lfNaln-pdxu9SYUY58SkjJ_qck78gau6J43OxG9zkiTcO_IHCcLj_U26DOE2cAA-Hu6HsNjap2-Zitl7TeXVxgztjdpPIBkFKWZrrcwfWaOZ4hKyj8gPTYeJfIboOU2IyPYQsxLLBDXqfGX_DTMFpuDmssU80EdTtjAE9zCbaPBEsQvGwiApiIx3DkKpEhqEbMKe53hEs2oLST7IV1hM2ADgyzLQK/4m7/NQn72B4BRtadppgY1RJbDg/h12/h001.dnhd5C6ceGgdDa4vajfzYYInwtLZ_pkgKzjSbE6B4Ck

Software Development Engineer 2 - @ShipBob

Anthropic acquires Bun and a Mysterious Bug in ReactJs!

Anthropic acquires Bun and a Mysterious Bug in ReactJs and What is x402 protocol and how it saves you from unnecessary subscriptions!  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌

December 06, 2025   |   [Read Online](https://elinkade.hw-mail.glich.co/ss/c/u001.oo1OKvJJLUMQEpEGxXjgTIKhAfpc93PKAT14vnJnBV2udQJ-BxjLhNG4FIA86dC5VpMt3DyTd30dafXWjkLArmDhTT7Bd9TU5hee514x-UyO2hU3l4bxP0eAnrwYtXxsytaoPjpoX7XmoTB5hXcXHOCJwW7F2aNx-g4TvZ5z6r9BF9XiX0FZCzjDQOGGF0EEm1yrTW7TnQCSAkv4BmdZ5qCcKj2Rd7LWi4t6BAiX4TMW9-Ag3E4wZ4ghFYE4--5sQT7B4bkYqeft7QWgloI9vOwZSWc5zp5E6g1aQSpnuGMm3hGSGHaINy5ixFoPr9MzHg4yX

Anthropic acquires Bun and a Mysterious Bug in ReactJs!

## Hello, World!

### Key Highlights
- Anthropic acquires Bun to boost speed, performance, and developer experience in its AI coding platform.
- A mysterious bug in ReactJs and Next.js allows attackers to execute arbitrary code on vulnerable servers using specially crafted requests.
- The x402 protocol is introduced as an "internet-native" payment standard that enables micropayments without accounts, subscriptions, or complex payment gateways.
- Stack Overflow introduces a new AI-powered search tool that prioritizes community-verified answers.

### Detailed Points
- **Anthropic Acquisition**: Anthropic has integrated Bun into its growing AI coding platform to enhance speed, performance, and developer experience. Bun's fast JavaScript and TypeScript runtime will allow Claude Code to execute builds and tasks more efficiently. Bun will remain open source.
- **ReactJs and Next.js Bug**: A critical security flaw in React Server Components and Next.js has been uncovered, allowing attackers to execute arbitrary code on vulnerable servers. The issue stems from unsafe deserialization in the RSC Flight payloads. Developers are urged to update to the patched versions immediately.
- **x402 Protocol**: The x402 protocol uses the previously unused HTTP status code 402 "Payment Required" to enable micropayments without accounts, subscriptions, or complex payment gateways. It allows for pay-per-use systems, making small charges practical and fitting for modern, web- and machine-native services.
- **Stack Overflow's AI Search Tool**: Stack Overflow has introduced a new AI-powered search tool that prioritizes community-verified answers before using AI-generated suggestions. This feature ensures trusted human wisdom stays front and center while giving automated responses only when necessary.
- **Job Openings**: Several job openings are listed, including Data Engineer at Synechron, Software Development Engineer 2 at ShipBob, Software Test Engineer at Weekday AI, and Senior Frontend Engineer at Aftershoot.
- **Dysk, JOSH, and Direnv**: Dysk is a tiny CLI tool that visualizes disk usage, JOSH is a Git-compatible version control system, and Direnv injects environment variables automatically when entering a directory.
- **Marshalling**: Marshalling is the process of taking data from inside a program and converting it into a format that can be sent somewhere else, such as over a network or into a file.

### Important Links
- **Read Online**: https://elinkade.hw-mail.glich.co/ss/c/u001.oo1OKvJJLUMQEpEGxXjgTIKhAfpc93PKAT14vnJnBV2udQJ-BxjLhNG4FIA86dC5VpMt3DyTd30dafXWjkLArmDhTT7Bd9TU5hee514x-UyO2hU3l4bxP0eAnrwYtXxsytaoPjpoX7XmoTB5hXcXHOCJwW7F2aNx-g4TvZ5z6r9BF9XiX0FZCzjDQOGGF0EEm1yrTW7TnQCSAkv4BmdZ5qCcKj2Rd7LWi4t6BAiX4TMW9-Ag3E4wZ4ghFYE4--5sQT7B4bkYqeft7QWgloI9vOwZSWc5zp5E6g1aQSpnuGMm3hGSGHaINy5ixFoPr9MzHg4yXtVxJIL_5Bb4oO-AYaf8jeYHAm-Moyt2dhoxyckWNEpaFjyhrsIz9oqH-VdfcDggwT1aJN4F72rPw_10d5T6hPLeGOpSi0vjF0aG0zx_KgL6qNtyOKnmphGiuJs6FGlUxCaEp-LUq-nWoLxyVkimQ1Phc9U-JLBOnmMho6yjwSz7yJ6zlKBM0I_JRCTXLal-afBn7bhyx8jjkaZQMSUxIPUe-fldW98rhjN5h5XzPjXnfY8Evia-3lY-Jq7HYFSTHtNM7VLzLRKFlBhpJYK0rzOcPRd_pQFy-Rref0Hip4K_Kb85cboCKVDE7ZlXapVpW5DICZ5x9_HWYSYm-vY6zrbwcp_XrhWBAej4HcAvPob3Hr6QJ00DjhjBiRV892BJQoAydA3n_l6e9mdMRFvK4HyhW-G_LEb0_XWkefvMIWyp7RNoouDCURU04a69nrAQB11x1C0JQFKFPThEyeI4gORNf8B8Ze6II2QKBW_vkSj5nIRbNrxC5sejWQGK7mDVFli31cXip-RGkuJedw/4m7/FIOzyP-UQuW-fLZvz3pIkw/h0/h001.q-W4cH4CEYLKEpCZCPMUPnbzNb0_lr8q7bMdO_Y53sU
- **Read Official Bun Blog**: https://elinkade.hw-mail.glich.co/ss/c/u001.1-JCqOtjFHvMzmmiHyH__ErzidPOoF0EYm6Ivj6egy3-lJUgZoJpHG0zmTs7Bqfga8_a5d8dr46QMixYorvGeUQePP8hU8ZsGvUiEHKI9i7ReqhwXg7zXrm6wuY1RUUhsb7255Yfp0sP8y3Abuy5rD9C0NMedeBvu8J-tHgEJuPk40WFQdz4cUXeL9OnCnIZgFKdZzRQIJqDWxHYeaq0XbPsCPj52W5hEw0m_XBUa040olCgO5yKdoyaUIqcZgWWqCwKUGGJA5_Z5ue2lCYX1uqlJVUChl6jCvVjf6PHcd0/4m7/FIOzyP-UQuW-fLZvz3pIkw/h8/h001.mpFI4qkJYjhx8Uoi8bq2046fXayJo3p2Hl8IBswkzYU
- **Mindstream**: https://elinkade.hw-mail.glich.co/ss/c/u001.E6fEdq7G7wuh05PBK-h5dYXwcRFuY7M5XfzQei8jg9hrCqvMwiafjayF6TW2Ddckt2jmr92zrmWZeJtV487VzGPchcikd87vfEJO9myXm50HG3CfEcipZt_876ZGApqTtgTPGpdkvGQK1dIQlf4CoMR6vZ2XBy0hbolO62KSzcbs65yWh8ksmwEBv-6V0LslZeFeGAwzhwZD_pYy--Dsq8nYrFUCEHPPmqo7rZEAz4ZQ0JGXEK65G4x-C30-ZPJ1ibrKRfL_Yb7oRVqgF-7IBKO-OD6TI6XXwKJS2Cezo2e7bG3u-RawvVKjc3NvDq2aq1kKTjHlHSL_tvGScAcmQkLfxM6lKBzNB4i8v7B2Ztc1EAq_fJgzdRoa51_XfxLrBvGSJuahOoFVj1K4BmuFeIHokS6uy-WNVS7TZ7nDpEkapWbFxJWRSukDu7EouhjBDXo63nKprVh37YNuCGYV8noODhCYQR0CBL9wQs-MLrdh4i7oT9rn83zfb8f3UB3hXhpQ-Y7aK1GEoM6eFA23fg/4m7/FIOzyP-UQuW-fLZvz3pIkw/h10/h001.l-_mWrkS4SJgJIiXxRMdyDMzQQyPfSbSWX-gfYbm9o4
- **Subscribe for Your Free Bundle**: https://elinkade.hw-mail.glich.co/ss/c/u001.E6fEdq7G7wuh05PBK-h5dYXwcRFuY7M5XfzQei8jg9hrCqvMwiafjayF6TW2Ddckt2jmr92zrmWZeJtV487VzGPchcikd87vfEJO9myXm50HG3CfEcipZt_876ZGApqTtgTPGpdkvGQK1dIQlf4CoMR6vZ2XBy0hbolO62KSzcbs65yWh8ksmwEBv-6V0LslZeFeGAwzhwZD_pYy--Dsq8nYrFUCEHPPmqo7rZEAz4ZQ0JGXEK65G4x-C30-ZPJ1ibrKRfL_Yb7oRVqgF-7IBKO-OD6TI6XXwKJS2Cezo2e7bG3u-RawvVKjc3NvDq2aq1kKTjHlHSL_tvGScAcmQkLfxM6lKBzNB4i8v7B2Ztc1EAq_fJgzdRoa51_XfxLrBvGSJuahOoFVj1K4BmuFeIHokS6uy-WNVS7TZ7nDpEkapWbFxJWRSukDu7EouhjByduxDKxduKC2qZ-jxnNdK84MTYajKAgXYtbn1Wev0-v5fqWNYN6DmxyOBathUi8T0XlrUBGtVo0BwQnizR9AiA/4m7/FIOzyP-UQuW-fLZvz3pIkw/h11/h001.e6oTGmNU5jYhYK0thgeDIZ8hx0NDnrkB5RJGeIwOb_o
- **Data Engineer - @Synechron**: https://elinkade.hw-mail.glich.co/ss/c/u001.oo1OKvJJLUMQEpEGxXjgTKxhxQ5S4j3VkdKeJJ7jtmuLkrixahSyKS9sTdAC1CctvFu91wW0mNwUvUDJ3vPboZLGWPPn9jMt2cwTHTnGXHhu3ugrHhwQ4ojI8Lpa3oMac5MBD9ajgucERzuOJaToLaJwb1pzvqP-gaOKAl2kXDzAOi47e-amNCL-BUy-7Ihdv-bjoWQ85NZrxz7p-pKw19n0TWdVTx7bMPTsho66gZpr5uRSf4tylPmjR1GUT6v8QqmOmQtI5ylzmYNtDERcn6MwkC3zS6oG8LXJb5TUrsSASGoIzdMaaVy9UFaz9xHYOIee2kHgxpPLy51LHadwChsiYi-d6_HV3D2obIc8poMnxwO3e_BJ-qNN6owJvWUvmn9_oVdBUWRBatdh-CpvTaD4NSYbLIS4LsuJ8vVUlxIP1ROpnyK7MoBTTBnDyDkcjQouPp0gJCwaS_0FTgnf1JGZlF8sAqlIHqvPPDcENdFLjpt5tIZvUVkjP5-igQXblglygZCeCj8gpqpAiZCPMZKqQldDmlmWb-Tl6X7osGLkWoj2FseUfxSZeH3_v73G5d_fc72C2wGKGmlbZ3CMiEruywrLdkqbgB1vjROkMdq0GO2zHIfn5VlATEes419joPhn4ymVNTJvL-AQlGsuOvFfylj_aP9nlQEPZKKHS4uEnri7ig4wE3gcbJ25SrC9jTbdvROj7isu94ICsBuRtA25WVW8U73dp8y-SKiBqpAdofv8GCeiS34Z1djb02BdyKJt1-f_SEi5iCCbRzs42TvITt5glxh3G3gWE5iNeMXeI9BCyTHTacP9qsTBmu5qjLIm4gIkuacw6R0G_Joy6G3mnz7cSJQ6hv5OYRUjvb-eJ86-oTPJxQPQhMCMwUL-Sm_w3sQN3sDBjjDhr2TEmw/4m7/FIOzyP-UQuW-fLZvz3pIkw/h12/h001.R96Pe_Fn8CyftobYPHhZevKZNzkN1ioOIHZGv15xfFY
- **Software Development Engineer 2 - @ShipBob**: https://elinkade.hw-mail.glich.co/ss/c/u001.oo1OKvJJLUMQEpEGxXjgTKxhxQ5S4j3VkdKeJJ7jtmt2AjD8wJ6ZmiI0PIgUnslxS8kbryi_-KrZmuT0CRfytKVes4ackFQ6q1imTu9RZ59XQVSmqqxicXklD3eWD0vEkfmmPIQxkMJGwIJx--MJZHAqzyqnEquD4CC9H1fWsFdo6vQhTa0oEuc44ibHrcB1IrSNNdcxLujcaFYru9wAb-erbADRIJjeUfXOryXJYDkc_pd9YncWDmaKCKChBkoqI1NmALYzXwgRcVLtgI6Yq09FTQ3TOWRYuLOSUhMHg0_AToK2OUR-utdLzEp0CjdQtOUQjwc7FHXHxZuKLCa3iRiaWcNy8-Pv1BDGtome3k_SqG6s8YbAIop_wArxisU6GUnrAfHDTCNJZ0_1v2iiWVsIS2n5SW-_x3E8H1arVJAlOxSJhfCCQa0CFySTJjlGa5jFkAspT78aep3eqossIh-MGd5BtO1riz8EtfgdT82aravq9sIWrvg-oyZb118TJudnQ_hFSgw-kyGXJ_k0cE2IIyf9hoK74F4dAgNBTazpMxe86t6NzG0Jycagyp0Wrowpsm9IIkMN3pm73nflzggRGWFWeAK445aC4j2O_k_kjIhoREXMdE4MIL861j90JZJTPqfBVmAuhrOd9QHwH6WDqgs9GGlBgn9EToOmK9soJo454frgzvEnEaZTCFrwkdTqubUosYKLmzGlrfxMzjvo6f67Ey28oR2JtyY5aCdZK7_M5cGgaDEXkdFkxxwJvXQuKTZcYrEEVRY9S_nZggmiPLLi9LPRvnYUZCdMq677L_57LmzuY7qq0I_9zLFRREhN05UENdMoysaYLZV3dcbRwIYwpeWYo30CbOaGuoJmYujZyENguE4IXJTZOI2YyI12dkDvqxJ_l2EsDH1juQ/4m7/FIOzyP-UQuW-fLZvz3pIkw/h13/h001.M5CRaCkfJfgV4unjEs5_dCRavLBseAdGi78NWyjABg4
- **Software Test Engineer - @Weekday AI**: https://elinkade.hw-mail.glich.co/ss/c/u001.oo1OKvJJLUMQEpEGxXjgTKxhxQ5S4j3VkdKeJJ7jtmt2AjD8wJ6ZmiI0PIgUnslxZYa1CyScgSK8YrPSjuCTj0nSI7w1YKI_oFqKb05Jgne86EuBmlrHZaSre39mBaMUExHnH6JfW2J_c3Am48cUnuHYEK-erMdOYadi8w6x_r7ujXBB7zASOqlEkA0_b2RxLSXRq0UmFcIROHCrCHq1oLxqFZpDylNNZS8sO64WcU8zoRpn7jSOo34bhU6_vSU6ckAhJ_xEe_L6x-Ddx_HNcGwf4xY-sG2_uvk1zJH-ChaCi_-Xs6fWgpX9scNBdr26BeLY6ajfYKfUpsBGf8bBTBIdedeTQmCcXQFPM2q-0Y7zD8Plpx6xZQ9BGcOoFFJqHzjM_m24r4E0uZA7ebxxBWv2Ubg9ZbqV3UCXMjRbEzhNsYRmTTIb9LAw2BfPv0glOVfDoOUkPDBOODIgtBd3hFrS0p5jAsOQ6F0gYImxsCLYqYBMFZUNBYjYfWQcC3GKoFAGnqxZ8_9CN782H3OLSIG0YbtgsRHy6yxsGYSyIQpx-4TtYV2QOW0S11mgPRb5y4Z4YHuLmuTqjzGvQ3fdysOn480adM3QJMQ5fHeZS3AvSn7AyiiUCF1lr0TiEUe_6O02vME9y-VL0Fe_DUizYyA8OmaijzeKkxUnk7BMuUhJRpGQhxRCFaSqfcPBY0kvDWpISFq9LRrwikOjLufzWtr9mFQuWNJFK4-O1seajoQh_Q-9IK0MVT_hV8NgvKc-gkcHnf4rO_lAeFqk8WHjj_ROZO_cuRGJg5eeIuFzVYOTZdx2T3U95IRvKiVhehADYL79Imq68WQDPE67hkzpVImLST5EJRD60TpJQdqPpZH8pU2dFLHur3O8oleckI1fP5qZn0c45I2XAhd80vGgMA/4m7/FIOzyP-UQuW-fLZvz3pIkw/h14/h001.1Dp5I9oYZMSJpbodruy24RE684TNiQBzslXaRN_cVAE
- **Senior Frontend Engineer - @Aftershoot**: https://elinkade.hw-mail.glich.co/ss/c/u001.oo1OKvJJLUMQEpEGxXjgTKxhxQ5S4j3VkdKeJJ7jtmt96_JcWqihSNgFFv4b5ng8WjaELXT_EGxlbYKyP2wf0AOkpkWxGlRorSwZqlBb709XJD0g73BeFpn-Mpkh1vZyWqGW2oCWYITMpri8xJrElwoPqktZ-zR49aGF_JCmrdrGbNuTPYPu-El4VcbLK09Idch-G-XG6ia5Gi2aBCtgi3MnjiZGehYQpsEsKd_qbF91MN05acMtgOZ-_Swclzv1akKgI8zpi8-1nQqODkcAkbMtyHMuzGdZm9tWCe1D-58CCil8hNVhw88lyTwSQaixFBAQwSOXD7FDfSCNUhNGCOzZk_aiy04D9gIIMRGMitxEjiIaA7cZJr0nJ0_tuy7mCORNAR8oFmugip4-ARvr3UVxvxatRhplqOy7G04sHQC7_9lXlJYssdjoSj1T7-DJFi22JPWMQUeZSU7VrKe2MhHXDgT_P2L5hArMlx_pSWQ4tOf6s8nxwn-5ATFzJOPURRtJ5CZyQA-ETHsLkURVw22Sp8ak43JtQDZLNV_Pwt-CmNS-w7sNk4TXCwuL5fb0KgbukRDx4ZJzdbCCOlqV8kSMI8oBPu_eT3vQjsf7QIJoLL0wc3tlLG517tMS6tgKN1C40Oit5mQ2_1FhK2hWINC4GnN47vG3dCLxDyitDSPAmDZot5pt94CraNAVHhCraBXOUPYF0FkZO2t-aJSAamR-ceKmXv6nDqaAZQI4j_oaGlzftEdObtN5UUnMURhotpO5rkpciX-WMLg-Xjg5pm8rfqvQZhm056Q2Y5NUw3hvritxHYbXS58kOh3FE4F7Afq4aub8MsvscJ0dxjme4pXuWhlWBI-z990mLN_Hv9AlMW7cHy_KDhtXy_Ciqbk09pvFtp1R9HPL_0nvACYrFg/4m7/FIOzyP-UQuW-fLZvz3pIkw/h15/h001.Z2bPAFf9zAZEgDiA7j3EcLtJ4zEe2GCPMSTF86Sj6eI
- **Read the React Blog**: https://elinkade.hw-mail.glich.co/ss/c/u001.F3HiNmkVgE_aMOryrWSm900lc8SfFuN2cAXTwUKHUayNnQBsolC55xPQfg_zxAl7inDWELYvtQLZdDNGkg8gC9KLx_Vm5cpEloUsjMb4AuAqlH5EU0TUCM-0j5NxKMRmMvHav-lR0gK07dCffZpFxE2bKgvshLaFBSpb8mcI1lVwFHVYXv-ykQ_j0cvFELMwvLcTVB84c5PWGAWyY0G6GNl4iTY6RhkCkHeS0rVYZFjhq-MnEeE4RQyZKngpNwFJnm529LerQnW9W38fdC2NjXo3CfSLTtOjS1jSc1WFLrapf35oE5TVdv0OuLibo93Lw5aT_oZBi7zEY-eIsyLnonSn3S0ScD4rlX3PARZa_-4/4m7/FIOzyP-UQuW-fLZvz3pIkw/h16/h001.wuZPShVc3xv4gw6-qob8GPpHw-TYNRq_WB-i8c7zvSU
- **Read the report**: https://elinkade.hw-mail.glich.co/ss/c/u001.E6fEdq7G7wuh05PBK-h5dakHlL-Jmkf2E4XhQffpxOFdq5CXEwuq4iL33kvRQMHMVt5JtD5u8BoYV1ZBBbkE5kitHHMZb-OXMNS9XDAT3YH0QLwX-VAV5XmknZ9fNkFvOSHD6wcGq-alt98gDILbDVYgREsG1XQw6pHhNIGL57y44vCfR6m8wKIGUEZMSMDzSU1v4sZHVjEsR6GgZprNJegRWEg7H8sQaL7VASogQxKme_Sarf75gm_Z4InW4VYKh23JRpy-zTcWs3tgXu-bcvEmxExySAuTp4yjDr8nLiUuPnbRytWzPoisYig2cHnFMcNcVAaDxuOidpfFuCizsrPbRQazyp2Jwo2dgjLEpYI/4m7/FIOzyP-UQuW-fLZvz3pIkw/h17/h001.gCMgsBDvfxO5dl63Ng_DFA4I7v-1LwAPLS1VtxL8pq8

Beyond Tech: Your Weekend Upgrade

A Bumper Winter Travel Season, Record Holiday Retail, Gemini 3, Alexa Fire TV AI Search, ISP Piracy, Zootopia 2, Megan Thee Stallion, Bad Bunny  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌

December 06, 2025   |   [Read Online](https://link.mail.beehiiv.com/ss/c/u001.TsATA53bNMJMGYEI5sG6MHQasBLBVkwacsUVnTm-eHtbmsgeSS0Mkk56HGXex_WbO0pJT4zHiugp2kqnX5vXf5hSyReSYPDlJt0mlJLO23_sejpD7npMQp5X7vh806TknlhPlXO9nMltMR6njUe_QfLQE2TTvYER3WNXd9DQSaQecXCRrZSnvq4z16jt0IR6YMSsBEB-XTte5isNZu2T68YbljLwxfctzcr9TPbFOGOuP9JU8NYEDikudnliUh4hsB809rBPrITHB3Azda2P_qMQrCdtzu8PQpmPlu48h7rjd1YDspcGRy0iq8IlLZh-sHaSVLljAh0k9kKOG4oXr

## The Tech Buzz

### Key Highlights
- The winter travel season is expected to be one of the most active in recent memory, with high-income US travelers driving the momentum.
- Black Friday hit a record $11.8B in online sales, up 9% year-over-year, while Cyber Monday reached a record $13.3B in sales.
- DeepSeek unveils GPT-5-level reasoning models and an open-source AI math model.
- Amazon's Alexa Plus AI allows users to find specific movie scenes by conversational search on Fire TV.
- The Supreme Court is weighing whether ISPs like Cox are liable for user piracy, with a potential $1B penalty.

### Detailed Points
- The winter travel season is expected to be strong, with high-income travelers booking earlier and spending more. They prioritize experiences and are interested in curated itineraries, smarter digital planning tools, and high-quality service.
- Black Friday and Cyber Monday saw record online sales, with 54.8% of purchases made through mobile devices.
- DeepSeek's new AI models are designed to improve reasoning and math capabilities, with potential applications in various industries.
- Amazon's Alexa Plus AI allows users to search for specific movie scenes using conversational language, making it easier to find content on Fire TV.
- The Supreme Court's decision on ISP piracy liability could have significant implications for copyright enforcement and the music industry.
- Other notable updates include:
  - Gemini 3 and Alexa Fire TV AI Search
  - ISP Piracy and Zootopia 2
  - Megan Thee Stallion and Bad Bunny
  - Ultra-processed Foods, Starbucks Case, and Amazon 30-Min Delivery
  - Super Bowl LX, Netflix Premier League, and Big League Wiffle Ball
  - TSA REAL ID, Mars Lightning & Microbial Life, and Helium-3 Mining
  - WHO Endorses GLP-1, Eli Lilly Cuts price, and Samsung Ultrasound

### Important Links
- Roku Ads Manager: https://link.mail.beehiiv.com/ss/c/u001.hqrgJFJFV5dEnyzcgkdQR9h2ZEDpuaO5JEyjrOeVCMi0vfPCluQJTll4nI0h4WF6ZFVQ2oemlJ0PjKki-d_HipHJ-HIitDZOimA9A7HvEYgGHM--mGTtET-afn4yppvLXb5_g8oOtr6H4qIQDDOBvboJULBeIKiO3oVPDwwsvhbl-W248eQj5vWSni_pQplVrhZpYvL1BGw16JelWvJLrsEhgfzZCKbjYvJy0RNehtgxCfWvo25d5vTEMZtxB8d-94rwwhS63krS9i2y2sEqpGXlLBqwLeLk-UFmcuYx7HbcImKnHdCUl8wao4K7CVjgYgjOS8441XyaR7FWxUbpVAqMjY3-tQjItZWhzTqbrRfWHW09Q_ylUvhK00ymu4pA4HsLzK4Rae6ZxVaRgBViphhc4AVkCVXDmrVQBLkh2Iv6Iq1Z4Wrz8YAcYRQUlBxb49x8cD4a0QEYIRmOUUAsBtsMsKt1CMx0_wuJzkDtbbhV5Amr28udZVvAuBHo_aP-k58S_PvfuUT7U0NY-rZGL20LZ750mRef76z8T4op06wFFWCcGbEMIbFhtozkXNNG/4m7/koRO5yxuRiOG90He8rbXYA/h8/h001.5wHhwP1dyKZ1nLWRK81y7K92P-CCOWS1cnk1VQySI7g
- Holiday Retail: https://link.mail.beehiiv.com/ss/c/u001.oAw4p4t57byP3eThR94bw1YjuwU8Eq7PIkPO0ZHxO3BJZ1K1hy_SnwZvDHi7EV0QHa7RJON3noCySbRDYpBheOh7wDaSRWcGcNkawbC6cysy9mffq_Saa0WJ91xNhbD0QvQHgIWwDpZXvgQQCdDWF3C0fQAHJ0-spQaawt9yHI87Ea4UwbyBpj3PAUDhKOOCVBl7f0YfU7nQzYWlfVxXxcGN_qrGd7IoAaMW5BcvfDLc9_UugUbYLtOoXhkBdasFvGrYnLyGsvcbHsWqw__5hyA0Y4aSZLsZr8Ceqk6ydCg/4m7/koRO5yxuRiOG90He8rbXYA/h10/h001.TodLwYIxwZXbtFBbSEN5QoZoTS1ggBISVwsWjNFUk7Y
- Cyber Monday: https://link.mail.beehiiv.com/ss/c/u001.hqrgJFJFV5dEnyzcgkdQR8pzcffxe0jJt3Gp1RZ7LQBXPXRT_rtmuEBagq-qMCOOCw8sUwWbwrRebAyCQsGJyYcVmhvy1ci0GWSZnUETqDdDjz9ii9hRZL9oNWEvG_LAicN3xqN3UKKFC2kMaKQdC1397VSYRiuN7H08nCPHnNw6PPFl2IekiZpdKqOAG3tHk0Z5AExtMEgjPgIOB0CUgPutMSiy1dOfHL-cZEDEwnkmtwTRd_pSJbQ_03M_9dlnz3yTl3LXVF-S7Y6sI2IXqggR6nOjI3v93OEvZxlcWs0vlUN2Tcas8MowU7o79_Mw/4m7/koRO5yxuRiOG90He8rbXYA/h11/h001.ON5mgCtWnrBTj4fEp88zi4IYGBPwCE8s_WWqgJwj2lE
- DeepSeek's AI Leap: https://link.mail.beehiiv.com/ss/c/u001.oAw4p4t57byP3eThR94bw5_43q7Elojrkp-UH6_oostB_41MuHxxiYuvgmwsvgFy62aZiFMBi47gIQ6sq4vz_hAvkd7ABS43JSrJPQuXU7LaL-eSeLC_13kW5OMzZlSbI5KJpDGw_xoM1YUOAIHDaeQXXW8YoBNxdKguYA368KzFjkICxhCO73ZYInZ2nc6cZs536IfIWLV9WxbFXe3Ddipcai8oic2z-XfJiKJzqmOCUjCKbGNHDcHl4sQngwXaJEmdo3NaJbTHYFbBOOa5QL-dCkLYQFzlWPc_LWwT5iPnPeO_7z9WHi9s-phKahEg/4m7/koRO5yxuRiOG90He8rbXYA/h12/h001.5P9qAdRYYyUTAKqgHMS-rpFAyKf30ZhOK0V37XKY1w0
- AI math Model: https://link.mail.beehiiv.com/ss/c/u001.oAw4p4t57byP3eThR94bwxqb8u185l9ch9XoXsm0rUdJIPuXsApeVm5SwbTuCMxIeG_vjz1GPpoXpKoUECbMzpjmuljZFtNYiJemYN3cWaW-tKMVZD6S3pPDw0LDaE69FELib4dypVUKXABEr7yLUEJMBB682yNOOsJYZzCeWfnwMu_zz12kGQV_5hRn2RTakAGa9R-CcNGEM7wTNQGs3pxxjzExjyR_T8u-vEYl_Iur0LNbx9ax_KkoJKlliULbIO3bgo4x0Ux0Ka2m4kG-mhJRGW6XEYkeHHbH1tdMnR3MgUYWwYcD4lATj_6OEzXmg2bJqRfKS4kaapxRSni8qA/4m7/koRO5yxuRiOG90He8rbXYA/h13/h001.J8KMV2Js9OUCEvztef-NP79p6Z8zd8AJi-2G--YNvBs
- Amazon: https://link.mail.beehiiv.com/ss/c/u001.oAw4p4t57byP3eThR94bw1YjuwU8Eq7PIkPO0ZHxO3CLPFz1Ozi_7eTCC0LCaF4lURx6UrczhfMRIFWHpftdODbdB311-C2mNBC-LTk7gVIw8G1hZb6yDvqSAsu5bFLBbNqIrzLr3Yv_fTcWEfHWcx_JT-KL5JQ9YkHD0fqfUA4ucthaL0DhlOUpez9oVG9oaEYs9OzdICPNrCCVqbTSQuxR5Wx7oqerovbSm1z6lyTLtRHpMEvx9OSaspfyMQfhTgS1LxDymc5YorbqmPrRDaTHklmYYdFgUtNDsJXsOlakQB6MGwm2xFsF3PUxizZa/4m7/koRO5yxuRiOG90He8rbXYA/h14/h001.8p8xH2rspoQoye2G13x6VupoDnSPQRz8jzfPPjN6moQ
- AI-powered custom perfume: https://link.mail.beehiiv.com/ss/c/u001.oAw4p4t57byP3eThR94bw6bkl2q8rrErUrnuRTpfF9baJ6PhA3qloHEhATVJpl6HbbB_RS9E0mq37EQS0wgQuDXrQ-OvEUcb2jDzi4PPD9-iwOf_9sBXb-fsaaAnAGYCM2WzTbKxz1sgLcfnurg5FhvhByyXIVoR567NDAIQIDGjxbioUL58pdIEtv04UergV0P1OtbUVuwRYJ0d90vCyO51vjwbTq7Y_ekkvxnKJTwHhB7VbtIRcogDUq3Jrx7vAxejgABIPRe8oCNSBQ3QC2RxwngKQaEwOcm46i9z6Ef1VBQbb5Jcf3r2hk_NK0Zq/4m7/koRO5yxuRiOG90He8rbXYA/h15/h001.2Z2iiBaKi-tzJCJvnwtI62wISuKW0Qul8t_kWdY4j2c

Cyborg synchrony: integrating human physiology into affective generative music AI   

Have you ever seen two people walking down the street together and thought “wow, those two are really synced up”? It could be two siblings, or a couple that’s been together for decades. Same gait, same arm swings, same stride length. They almost seem to be breathing at the same time. The micro-movements of their bodies aren’t necessarily identical, but they mesh together, in complementary rhythms.

![](https://journalclub.io/px/qvs6dddPdcojynVOTAdPNb4OrGpDzZ1h7JlhbtV69GIPw2zYDM)

Cyborg synchrony: integrating human physiology into affective generative music AI

JournalClub.io, December 6th 2025  
  

[![Thumbnail of today's episode.](https://cdn.filestackcontent.com/L5v8yxTFTo29aZTG58Pf)](https://journalclub.io/episodes/cyborg-synchrony-integrating-human-physiology-into-affective-generative-music-ai?token=HPy5mOIVAQf8bBCWUZcrj916htr8mixhV75YQyWdR5p5TARdHV)

Today's article comes from the Frontiers in 

Cyborg synchrony: integrating human physiology into affective generative music AI

## JournalClub.io Newsletter

### Key Highlights
- Researchers from New York University, led by Ng et al., have proposed a system for integrating human physiology into affective generative music AI, aiming to induce physiological synchrony between individuals.
- The system generates music based on one person's physiological signals (heart rate, breathing, brain activity) to help another person fall into rhythm with them, potentially enhancing emotional connection and intimacy.
- The concept of physiological synchrony, where two people's bodily functions synchronize during interaction, is a fundamental aspect of human bonding and can be facilitated through music.

### Detailed Points
- The proposed system involves training a multi-modal neural network on synchronized biometric and musical data from over 1,000 participants, capturing physiological responses such as EEG, ECG, galvanic skin response, and motion sensors.
- The system performs musical analysis using multi-stage signal processing, including preprocessing, feature extraction, and tempo, loudness, timbre, harmony, and rhythmic complexity analysis.
- Individualized tuning is achieved through statistical analysis of each user's biometric responses, identifying unique reactions and creating a Local Adaptation Layer to refine personalized musical parameters.
- The system generates real-time musical biofeedback, using waveform generation, neural granular synthesis, and spectral synthesis, to create continuous musical evolution reflecting the user's physiological state.
- Interpersonal musical biofeedback enables cross-person generation, where one person's biometric data drives music generation for another, creating a feedback loop that potentially induces physiological synchrony and emotional intimacy.
- The system has the potential to facilitate non-verbal communication and emotional connection between individuals, even those who do not speak the same language.

### Important Links
- **Watch or Listen to the Episode**: https://journalclub.io/episodes/cyborg-synchrony-integrating-human-physiology-into-affective-generative-music-ai?token=HPy5mOIVAQf8bBCWUZcrj916htr8mixhV75YQyWdR5p5TARdHV (Access the full video or audio discussion of the topic)
- **Read the Original Paper**: https://journalclub.io/track/ztQVqG1Vx0Z7FzNWQZ4dsAmUsnQT5cmXogTab3kX8XrZZwvOem (View the original research paper on the topic)
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How trustworthy is the data behind your AI?

🏃Tesla and Figure AI on the run

December 06, 2025   |   [Read Online](https://link.mail.beehiiv.com/ss/c/u001.QR8PDET7GVRZS9oWC_jpgH-qigySh3hAoVuoVNaPnGWVc8iNIVKANUngYPA6aYFrVxrcfl6ZjmNxeOvtwvE4Gc0ka7VLkyKLSJLtga5K5ol0jGeIE3Z3RtBwa2XlAvLBjEXbNXUETJizKKjIBE5wbcM1I3aFK9fldXuph1RoHK9jf7pXybKdTn53suX5ecFSQgpamWg1JukP1kBdk8EInpXhO47rsIptjm5uN81TjSr4s-uuTDvOhq4erH-XWgCvEFhxJHXQ2jr0viIJCEXF6tjtE39mmN3hZV5qydWoi70I5nSUazljIAZZzW7nBB1XNqdSvZWTyhoDluKnmPl07BfjksdQUcr7rCjgFnKt4N3r6upp1WVyGC-plRebG-BTOPeFGQ-wQESovDyf2AxjA844RpsNqY4q5AfP4D1S9pYObFxlPH3ob6JpQ3qe-S0IFsd5t46TdS5JaRXh779FREnkvLxTVIU5pqjkn4V6PkKY1Ls7xpuh_gV0e8sS6myiNxien111oRULzbI3Y-rQ1MzdxOEjvl5HRPcuHpdrqRg3S5-mwYPurwN7ni5EELQR5K8IUfL7VV3UWuRwgu2IAYofj8XmHHLKDh6vT3WGp_lrnQZPteFlRwP1S_YWX3sBrjJUmpcQSZdZgg3ma-FKXlA5_WpGRNwdYgcWXfDhriRIWwq185TmFyXIzhqDVcSXtYYk9_50dTIP3OT8HxaXyf89rbREuzo6paZcAPv9cZ91IMw_Ice11U_YvzdFZe5xZnQdyvXOM0ni5cs1d9x9vs6pn7tweS-Ral4JUU_I1LUSkspxkdMVNQ6RxyUYGos_R2_JFFDVvWNTvTCkswglroQPj3EWXDIpO2uLTE2URc8M0iCRLQQ9_5D6

⚽ Cristiano Ronaldo vs. Robot Goalie

## Superhuman Newsletter

### Key Highlights
- Tesla's Optimus humanoid robot has demonstrated significant improvements in balance and gait control, with the ability to jog in a viral video.
- Robotics startup Figure AI has also shown off its humanoid robot's speed and agility capabilities.
- The White House is planning to launch initiatives to support the robotics industry, including potential executive orders and federal funding.
- Cristiano Ronaldo has participated in a penalty shootout against a robotic goalie in a promotional event.

### Detailed Points
- Tesla's Optimus robot has shown dramatic improvement in its balance and gait control, with a viral video showcasing its ability to jog like a human.
- Figure AI has responded with a video of its own humanoid robot, the 03, demonstrating its speed and agility.
- The White House is considering an executive order to support the robotics industry, with discussions focusing on tax incentives, federal funding, and trade policies.
- The UK firm Humanoid has developed a robot that can walk 48 hours after assembly, using Nvidia's Isaac Sim model to train the robot.
- The robot, HMND 01 Alpha, can autonomously handle seeding, monitoring, and harvesting crops in stacked growing facilities.
- The White House initiative aims to strengthen supply chains and counter Chinese subsidies and IP practices in the robotics industry.
- China currently operates 2 million industrial robots, compared to the US's 440,000.
- Other notable developments include the use of robots in vertical farms, a "spy-robot" at the China-India border, and the launch of a new robotaxi service in Dallas.
- Nvidia has released a new vision-language reasoning model for autonomous driving and new tools for robotics and self-driving research.
- UiPath has launched its 2025.10 release, which includes expanded Maestro upgrades for agentic orchestration, smarter AI, and faster build cycles.

### Important Links
- **Viral footage of Tesla's Optimus robot**: https://link.mail.beehiiv.com/ss/c/u001.LDkxbMa7NCxUGG7E2Yh3AHPWCbYlT6kWlw_ZnXVWFnVUZbhdDY-1eYNmjIXpk_fDNVZ4PBUmtfYR-RSQ2W4buM6wSDoN3xqApzujldZQp_arKQsYMm1T9ZAMtTfP3cVNTweza-vQqZDAQo8tiVJ6RxBSZMpgU9bdcrCZpo57uJbB6_SRVGLSpmNCm9Qod4FjKTR7yeI1Xoxk0Dog2j1aqk40ZqNmlOpTIlvz0uByuRSXqUHMmu4F3vtgvyf4K-7CC1jRbZOFQrUh4LDYmsU0iVDPY1vt689FknxkqH7-iAg/4m7/uOzRH18hQJqmEEnBoDXiRw/h2/h001.AA1waMNKJC-dcrhJFNeyvVPc5N3oFr9JYZ0yknI6SbA
- **Figure AI's response**: https://link.mail.beehiiv.com/ss/c/u001.LDkxbMa7NCxUGG7E2Yh3AN9UJYrFPvRTJbvTi-s3Srrs9m686x__HPIEe7Bk6J4Y8T0TmaxF8NLYHlUF7lMx807oPcD0B5YieQbJb-m1vPshYcDeyv2RA-xs-FM4DgjnevakyoMscCOpbDzwkXHznfdwuKMhV9hkwr6MuQZrjVEY65AKQOshb1xIDlRiIGdH_DKCxlQ-zRBY8Q7iopdjXCCkJgkwK9XkMOnYmodQz9x-Gxr_BVbNszVPuZwdyLGoFJICDgXuP4JbL5xwLCxMQ4YopKpExdO6Ig753CELCIc/4m7/uOzRH18hQJqmEEnBoDXiRw/h3/h001.mG_G1xLZ5Y0UWBKjPPlc7Hr2eJsxCEcyY7gqznRYVxs
- **"Apples to apples" comparison**: https://link.mail.beehiiv.com/ss/c/u001.LDkxbMa7NCxUGG7E2Yh3AEcC8rRp_JYTH-hqHy154OO0RvSU1PVxjxaRYFmMUJjDlqvXc_rdRwHqz-ls-Cl9rRPCdmloT2IEqKaiki-LBiH4q7Adxs8o2-NMR6Y_rjTvAB3XmUak4XZbMB23JbBQhZ_D2hgAudQHlZEnuhzgEygOWmiy4S4bvDiIHSF8yPppHs6glAdeIgaKMPezEcE5rQxisGtTJtS7dXAVTKxrDS1ePVYLViXWmxFjd3pGXdp2o3TyxszBN4AYIYHxyRL_A5pcrLRp9aYVrm3GwS0JF_g/4m7/uOzRH18hQJqmEEnBoDXiRw/h4/h001.MHAMymKv9VnnFZ8GgLg5PPGM1UvYQKQ5fDsuY_YOubg
- **Politico article**: https://link.mail.beehiiv.com/ss/c/u001.QR8PDET7GVRZS9oWC_jpgOWs2nBe4m0fjslU3MuXg5IFUy-x6kEtfUHHocbTxB_2YI_ocfQAZPuVoVuzmEG8I9Q8UQa0gxpx5pKZoEp7Caj5VT7cpctEC81hCqAd_cDokDizX612ZcYCjeykFv3_Rs--JbpZRPxq5xcCzdzRahx5ERk_f6mUeLsIIWduJolEd5co3Og7iqdBnHmsFnL6oDoaASvtpdHSDl-tGtHV3AmZE0YVcA2kaMOSfkgThgOqy_skYNYtjjv-oT9Evbz5DGZscCptMLcuf0cvRW4hOhsSM-VVSyULM6yfH9ISrwN5H8urf87PwrlET4GFNmg5PgMK0-JKEpjQCj4V7jNgST_-rGzgcox3X0wgPnMkXfyCZu6dzLHn4CB_TJS2HNlOEQ/4m7/uOzRH18hQJqmEEnBoDXiRw/h5/h001.GbvBoqQvuRG0vGBHDaJ4R7QbuEi9J0AEkG5FVlyQUdA
- **Data**: https://link.mail.beehiiv.com/ss/c/u001.REEmffLvQfqR5rBh584YBKBo9XjAjqcUUsVLQifp6iuv56WvL9WHZu9r6clyNYuvKbv-KIMAoiMSPH8JeALPYltQ-mVtseyxqhlJVngDXMCaW6RraOwUq4uy9fA1GnUSwxqRmoz1GEFlw5d1akmdNL3YoxkOSlgsfc_Z6d2YNI8UUPAOzRxqurZT2A2Kox532erZp27c-dxTC4yhs0aUhOyPMfouNdQ8ItO4sCzSO_q3GZPc2WFwHLo9eqmsJLtZP93kzpACjO_CdFanwTwPqmf2AiG8LU7JZwmLUOhbsqX3WnyylcgcZ4XSIPTpjbqNk5gRCjCV4w_QrGcgaFjhZg/4m7/uOzRH18hQJqmEEnBoDXiRw/h6/h001.foglK_vMn3RhLaBMykIgg9PwTxDGYocbi2-lWIaoIP4
- **Good data governance**: https://link.mail.beehiiv.com/ss/c/u001.QR8PDET7GVRZS9oWC_jpgPH3dMPRgQg19h3xN0aZWCHUhYkrBBmyP_2_Nw6rtZQUbeZ3mFXLc0xJISH56FPrWZfSmWCcdEopoH3lLe6yf2oX4JxBQPWM2uC9cs7jKz-_otKdnFuJfKH8YdT7ti31oZgvFs9K_-DP1Lm8cRuAuSsm6UMrPxEqqjMjUaTU5dIqiOkEtAEeZtccOEV1n-TWffN9T8yAds7mFDvvkG1NmQERaxy3gJVwcgMREAsNatZIOi6IOPJRh8GnbyYBbNycQROz4JzlygZAQhKOIHOoyPS4UjEN6TXlwFYojSX5rxoYQTe-bAhcFHNIuwGPfMn_zsPY0rEk6oPrfxDXSUSgiv-qBZY2pu_OP8op4psUX7Li7pbuMif12nXG-JKe-EwMeQ/4m7/uOzRH18hQJqmEEnBoDXiRw/h12/h001.DL1RUo3MIq1TsrYFYpP2LPHA27JUtPbRwSbIPfmCC9E
- **Data security and governance**: https://link.mail.beehiiv.com/ss/c/u001.QR8PDET7GVRZS9oWC_jpgPH3dMPRgQg19h3xN0aZWCHUhYkrBBmyP_2_Nw6rtZQUbeZ3mFXLc0xJISH56FPrWZfSmWCcdEopoH3lLe6yf2oX4JxBQPWM2uC9cs7jKz-_otKdnFuJfKH8YdT7ti31oZgvFs9K_-DP1Lm8cRuAuSsm6UMrPxEqqjMjUaTU5dIqiOkEtAEeZtccOEV1n-TWffN9T8yAds7mFDvvkG1NmQERaxy3gJVwcgMREAsNatZIOi6IOPJRh8GnbyYBbNycQROz4JzlygZAQhKOIHOoyPS4UjEN6TXlwFYojSX5rxoYQTe-bAhcFHNIuwGPfMn_zmuRNVVve13p5lYzX42wUQh7dSXhrIYJWLsE2mUgbRpjOqrFIOB5pl6UtdphfTjOrg/4m7/uOzRH18hQJqmEEnBoDXiRw/h13/h001.esYj814PZi9ZGg1m2HnnY2dKZM1N6E1SrrZgnPhAaRE
- **UiPath 2025.10**: https://link.mail.beehiiv.com/ss/c/u001.QR8PDET7GVRZS9oWC_jpgO30oOpQFvRbwZcd-rVOfZsYA5HJKolLPb4qjdfHz6Vg_mR1mwym2YGc20NjHlXss0SYL8j9eiaC1rnKMtcq5MzApWwv79y7CGwf-w-ectBYokWTIwIQqsEFhH6daW8N5aYbjgbft-_NCCsAgG6MnFUM1kel2rrldXRV1Lb88roDmyUzDulHrR2FfNQZh-PI1ujdx5E9KdBnJHOoi1hZXkeJ-ZG7ohbWvWFoCbVK4a98hARG379E83ogKMuw13Tt6EAeruKsLItFeq_aArXqJ8U/4m7/uOzRH18hQJqmEEnBoDXiRw/h24/h001.d-0GeKw6zYck43aP8Dd0aI-MoPmxz8lB-f01h9xsQfQ
- **Robot of the Week: Casio's Moflin**: https://link.mail.beehiiv.com/ss/c/u001.QR8PDET7GVRZS9oWC_jpgDXyOCV1hGJRgWavXMn6PjWXQwg3JLM4CdrlRaOE9i6MkSrvDZ-zhlEhe8EDt0T3wDoxEx1OsPzua0qXRybCVNj4BrKJ7zAnQ0b8bUdmD7VgJl25HbPEYs1lxzWLLERbiO3ZlKKwBBQjOb-kAqfKEiccdR2i8-86M98-lG4FUfQvFTz7d9iIqtiDf4DPjK-fo0RC5KOj8FWC7J9pTNQd6kmJ3dChN7kF3pPy0mfVhPb5Qote3B1czIfqTBYgUgNYeQ/4m7/uOzRH18hQJqmEEnBoDXiRw/h30/h001.pFQKaM7pfNYGQLs4G1BFyL1lM08BdBq2qIjTTsB7ie0
- **Penalty shootout video**: https://link.mail.beehiiv.com/ss/c/u001.QR8PDET7GVRZS9oWC_jpgICxIik6hQLk_HKB7_ZFv-fAdOnWxbfnXMvCsogR91hhpkBfoNFAj_Tnbgt9s73ahvGF683W4xPD3iGF9fegQz7yJmG5DF6qH3o-2bmAr5kErBtvkpMVt9c8Z3wzBdF0e28vWKenxxUZEgt-1DXbj8zDpIdpLdGeYQLit_orxhs9DbvOtjsXInZoRbGwr8UlEFZTgdM1Im-62pkrlzNIRoTyERMBOdvr7oaK9T-2MgD3YcSPkrDpChZuKhaVdqWw1w/4m7/uOzRH18hQJqmEEnBoDXiRw/h31/h001.I4br6WhFuIkt_YCG4Z5WN9M8K2Yyr-dA5AdnsYhI3pI

# Daily AI Newsletter Digest - 7/12/2025

## 🔥 Top Stories
- Tesla's Optimus humanoid robot demonstrates significant improvements in balance and gait control, with the ability to jog in a viral video.
- Gemini surges 30% in growth, while ChatGPT's growth drops to 6%, indicating a shift in the AI market landscape.
- Researchers propose a system for integrating human physiology into affective generative music AI, aiming to induce physiological synchrony between individuals.

## 🤖 AI Models & Research
- DeepSeek unveils GPT-5-level reasoning models and an open-source AI math model, with potential applications in various industries.
- Google releases Gemini 3 Pro, a model that goes beyond image recognition, handling documents, spatial layouts, screens, and video with advanced reasoning.
- Stack Overflow introduces a new AI-powered search tool that prioritizes community-verified answers before using AI-generated suggestions.
- Researchers from New York University propose a system for integrating human physiology into affective generative music AI, training a multi-modal neural network on synchronized biometric and musical data.

## 🛠️ Tools & Products
- Hamel Husain launches a series of weekly flashcards on AI Evals, focusing on introducing important concepts, especially for those new to the subject.
- Anthropic acquires Bun to boost speed, performance, and developer experience in its AI coding platform.
- UiPath launches its 2025.10 release, which includes expanded Maestro upgrades for agentic orchestration, smarter AI, and faster build cycles.
- Nvidia releases a new vision-language reasoning model for autonomous driving and new tools for robotics and self-driving research.
- Amazon's Alexa Plus AI allows users to find specific movie scenes by conversational search on Fire TV.
- A new AI image generator can create anything from photorealistic portraits to abstract art, with full control over lighting, composition, and detail.
- Rocket is a tool that allows building with commands instead of prompts, providing access to over 100 precise actions for faster and more accurate development.

## 📰 Industry News
- The White House is planning to launch initiatives to support the robotics industry, including potential executive orders and federal funding.
- Demis Hassabis warns of potential AI-enabled cyberattacks on energy and water systems.
- The Supreme Court is weighing whether ISPs like Cox are liable for user piracy, with a potential $1B penalty.
- Figure AI showcases its humanoid robot's speed and agility capabilities.
- Cristiano Ronaldo participates in a penalty shootout against a robotic goalie in a promotional event.

## 📚 Resources & Learning
- A guide for those new to evals is available, answering common questions and providing educational resources.
- Hamel Husain provides a live demo on performing error analysis on conversational traces using just a spreadsheet.
- Job openings are listed, including Data Engineer at Synechron, Software Development Engineer 2 at ShipBob, Software Test Engineer at Weekday AI, and Senior Frontend Engineer at Aftershoot.
- A course on error analysis is not mentioned, but Dysk, JOSH, and Direnv are tools that can be used in development and learning.

Emerging trends include the development of more advanced AI models, increased focus on robotics and autonomous systems, and growing concern over AI-enabled cyberattacks and piracy. The AI market landscape is shifting, with new players and technologies emerging, and there is a growing need for education and resources on AI development and evaluation.

       Send OpenRouter traces to external observability platforms

 [![OpenRouter](https://userimg-assets.customeriomail.com/images/client-env-179844/t7-big1_01K8NWZF15VM5RY9E6024YVBN2.png)![OpenRouter](https://userimg-assets.customeriomail.com/images/client-env-179844/1761144858328_logo_white_01K866KSVWVF5RN807Q9JYKTVG.png)](https://email-v3.openrouter.ai/e/c/eyJlbWFpbF9pZCI6ImRnU0VfUW9EQVBEOEd1XzhHZ0dhNjQ1OTdIOUI2NG9iSEQxLUdWND0iLCJocmVmIjoiaHR0cHM6Ly9vcGVucm91dGVyLmFpLz91dG1fY2FtcGFpZ249QnJvYWRjYXN0LUJldGEtUmVsZWFzZVx1MDAyNnV0bV9jb250ZW50PUJyb2FkY2FzdC1CZXRhLVJlbGVhc2VcdTAwMjZ1dG1fbWVkaXVtPWVtYWlsX2FjdGlvblx1MDAyNnV0bV9zb3VyY2U9Y3VzdG9tZXIuaW8iLCJpbnRlcm5hbCI6Ijg0ZmQwYTBlY2ZhYjAxZjBmYzFhIiwibGlua19pZCI6MTA3fQ/d460486fb86667d85d638301761378ea522b9cb1d621d803c02f5a520294a93e)

Hi Saurabh,

Today, we’re launching [**Broadcast**](https://email-v3.openrouter.ai/e/c/eyJlbWFpbF9pZCI6ImRnU0VfUW9EQVBEOEd1XzhHZ0dhNjQ1OTdIOUI2NG9iSEQxLUdWND0iLCJocmVmIjoiaHR0cHM6Ly9vcGVucm91dGVyLmFpL2RvY3MvZ3Vp

Send OpenRouter traces to external observability platforms

## OpenRouter Newsletter

### Key Highlights
- OpenRouter has launched **Broadcast (beta)**, a feature that allows users to send traces from OpenRouter requests to external observability platforms without requiring additional code.
- The initial launch includes six integrations with popular platforms, including Braintrust, Langfuse, Weights & Biases - CoreWeave, Datadog, OpenTelemetry Collector, and Amazon S3.
- Future updates will include new features such as data governance, advanced filtering, replay, exports, and additional destinations.

### Detailed Points
- **Broadcast** is designed to give product, data science, and engineering teams access to trace data directly within the tools they already use, enhancing monitoring, analytics, and simplicity.
- The feature supports monitoring and debugging production issues, tracking and analyzing usage and cost over time, and integrating with existing observability workflows.
- Users can optionally filter traces by API key and define sample rates for each destination.
- The supported destinations at launch are:
  * Braintrust
  * Langfuse
  * Weights & Biases - CoreWeave
  * Datadog
  * OpenTelemetry Collector
  * Amazon S3
- The OpenRouter team is continually adding new features to **Broadcast**, with upcoming additions including:
  * _Data Governance_: Removing PII and GDPR data before sending traces to destinations.
  * _Advanced filtering_: Cutting costs by only sending specific traces needed to each platform.
  * _Replay_: The ability to replay recent traces to different destinations.
  * _Exports_: Exporting trace data to JSONL, Parquet, or CSV.
  * _Destinations_: Integration with 25+ more destinations.
- A pro tip mentioned is the ability to associate traces with specific users or sessions in the application for more detailed analysis.
- The OpenRouter team invites questions and comments via their contact channels.

### Important Links
- **Broadcast**: https://email-v3.openrouter.ai/e/c/eyJlbWFpbF9pZCI6ImRnU0VfUW9EQVBEOEd1XzhHZ0dhNjQ1OTdIOUI2NG9iSEQxLUdWND0iLCJocmVmIjoiaHR0cHM6Ly9vcGVucm91dGVyLmFpL2RvY3MvZ3VpZGVzL2ZlYXR1cmVzL2Jyb2FkY2FzdC9vdmVydmlldz91dG1fY2FtcGFpZ249QnJvYWRjYXN0LUJldGEtUmVsZWFzZVx1MDAyNnV0bV9jb250ZW50PUJyb2FkY2FzdC1CZXRhLVJlbGVhc2VcdTAwMjZ1dG1fbWVkaXVtPWVtYWlsX2FjdGlvblx1MDAyNnV0bV9zb3VyY2U9Y3VzdG9tZXIuaW8iLCJpbnRlcm5hbCI6Ijg0ZmQwYTBlY2ZhYjAxZjBmYzFhIiwibGlua19pZCI6NzczfQ/9f1f0b834f521cbceef37840c176a9362da8538efbaa56a8a4c3d711c674c69b - Learn more about the Broadcast feature.
- **Braintrust**: https://email-v3.openrouter.ai/e/c/eyJlbWFpbF9pZCI6ImRnU0VfUW9EQVBEOEd1XzhHZ0dhNjQ1OTdIOUI2NG9iSEQxLUdWND0iLCJocmVmIjoiaHR0cHM6Ly9vcGVucm91dGVyLmFpL2RvY3MvZ3VpZGVzL2ZlYXR1cmVzL2Jyb2FkY2FzdC9icmFpbnRydXN0P3V0bV9jYW1wYWlnbj1Ccm9hZGNhc3QtQmV0YS1SZWxlYXNlXHUwMDI2dXRtX2NvbnRlbnQ9QnJvYWRjYXN0LUJldGEtUmVsZWFzZVx1MDAyNnV0bV9tZWRpdW09ZW1haWxfYWN0aW9uXHUwMDI2dXRtX3NvdXJjZT1jdXN0b21lci5pbyIsImludGVybmFsIjoiODRmZDBhMGVjZmFiMDFmMGZjMWEiLCJsaW5rX2lkIjo3NzR9/60b36b30f1c95563493c84135685f29917d1bcd9c8699bed88f2c178e1d797b0 - Visit the Braintrust integration page.
- **Langfuse**: https://email-v3.openrouter.ai/e/c/eyJlbWFpbF9pZDI6ImRnU0VfUW9EQVBEOEd1XzhHZ0dhNjQ1OTdIOUI2NG9iSEQxLUdWND0iLCJocmVmIjoiaHR0cHM6Ly9vcGVucm91dGVyLmFpL2RvY3MvZ3VpZGVzL2ZlYXR1cmVzL2Jyb2FkY2FzdC9sYW5nZnVzZT91dG1fY2FtcGFpZ249QnJvYWRjYXN0LUJldGEtUmVsZWFzZVx1MDAyNnV0bV9jb250ZW50PUJyb2FkY2FzdC1CZXRhLVJlbGVhc2VcdTAwMjZ1dG1fbWVkaXVtPWVtYWlsX2FjdGlvblx1MDAyNnV0bV9zb3VyY2U9Y3VzdG9tZXIuaW8iLCJpbnRlcm5hbCI6Ijg0ZmQwYTBlY2ZhYjAxZjBmYzFhIiwibGlua19pZCI6Nzc1fQ/aad9ae3b39c835d051de5dd7f3acdd7c76a16d56920005b2ae4f8c239e4d2d51 - Visit the Langfuse integration page.
- **Weights & Biases - CoreWeave**: https://email-v3.openrouter.ai/e/c/eyJlbWFpbF9pZCI6ImRnU0VfUW9EQVBEOEd1XzhHZ0dhNjQ1OTdIOUI2NG9iSEQxLUdWND0iLCJocmVmIjoiaHR0cHM6Ly9vcGVucm91dGVyLmFpL2RvY3MvZ3VpZGVzL2ZlYXR1cmVzL2Jyb2FkY2FzdC93ZWF2ZT91dG1fY2FtcGFpZ249QnJvYWRjYXN0LUJldGEtUmVsZWFzZVx1MDAyNnV0bV9jb250ZW50PUJyb2FkY2FzdC1CZXRhLVJlbGVhc2VcdTAwMjZ1dG1fbWVkaXVtPWVtYWlsX2FjdGlvblx1MDAyNnV0bV9zb3VyY2U9Y3VzdG9tZXIuaW8iLCJpbnRlcm5hbCI6Ijg0ZmQwYTBlY2ZhYjAxZjBmYzFhIiwibGlua19pZCI6Nzc2fQ/e3288d34978a11134869bf6a5d61b5883ec94c00042229b0d18a2e870cfa9c82 - Visit the Weights & Biases - CoreWeave integration page.
- **Datadog**: https://email-v3.openrouter.ai/e/c/eyJlbWFpbF9pZCI6ImRnU0VfUW9EQVBEOEd1XzhHZ0dhNjQ1OTdIOUI2NG9iSEQxLUdWND0iLCJocmVmIjoiaHR0cHM6Ly9vcGVucm91dGVyLmFpL2RvY3MvZ3VpZGVzL2ZlYXR1cmVzL2Jyb2FkY2FzdC9kYXRhZG9nP3V0bV9jYW1wYWlnbj1Ccm9hZGNhc3QtQmV0YS1SZWxlYXNlXHUwMDI2dXRtX2NvbnRlbnQ9QnJvYWRjYXN0LUJldGEtUmVsZWFzZVx1MDAyNnV0bV9tZWRpdW09ZW1haWxfYWN0aW9uXHUwMDI2dXRtX3NvdXJjZT1jdXN0b21lci5pbyIsImludGVybmFsIjoiODRmZDBhMGVjZmFiMDFmMGZjMWEiLCJsaW5rX2lkIjo3Nzd9/a5c69d276d5043d51d068384cb5e5f50e5f101776083ec69d77083905b136e25 - Visit the Datadog integration page.
- **OpenTelemetry Collector**: https://email-v3.openrouter.ai/e/c/eyJlbWFpbF9pZCI6ImRnU0VfUW9EQVBEOEd1XzhHZ0dhNjQ1OTdIOUI2NG9iSEQxLUdWND0iLCJocmVmIjoiaHR0cHM6Ly9vcGVucm91dGVyLmFpL2RvY3MvZ3VpZGVzL2ZlYXR1cmVzL2Jyb2FkY2FzdC9vdmVydmlldz91dG1fY2FtcGFpZ249QnJvYWRjYXN0LUJldGEtUmVsZWFzZVx1MDAyNnV0bV9jb250ZW50PUJyb2FkY2FzdC1CZXRhLVJlbGVhc2VcdTAwMjZ1dG1fbWVkaXVtPWVtYWlsX2FjdGlvblx1MDAyNnV0bV9zb3VyY2U9Y3VzdG9tZXIuaW8iLCJpbnRlcm5hbCI6Ijg0ZmQwYTBlY2ZhYjAxZjBmYzFhIiwibGlua19pZCI6NzczfQ/9f1f0b834f521cbceef37840c176a9362da8538efbaa56a8a4c3d711c674c69b - Visit the OpenTelemetry Collector integration page.
- **Amazon S3**: https://email-v3.openrouter.ai/e/c/eyJlbWFpbF9pZCI6ImRnU0VfUW9EQVBEOEd1XzhHZ0dhNjQ1OTdIOUI2NG9iSEQxLUdWND0iLCJocmVmIjoiaHR0cHM6Ly9vcGVucm91dGVyLmFpL2RvY3MvZ3VpZGVzL2ZlYXR1cmVzL2Jyb2FkY2FzdC9vdmVydmlldz91dG1fY2FtcGFpZ249QnJvYWRjYXN0LUJldGEtUmVsZWFzZVx1MDAyNnV0bV9jb250ZW50PUJyb2FkY2FzdC1CZXRhLVJlbGVhc2VcdTAwMjZ1dG1fbWVkaXVtPWVtYWlsX2FjdGlvblx1MDAyNnV0bV9zb3VyY2U9Y3VzdG9tZXIuaW8iLCJpbnRlcm5hbCI6Ijg0ZmQwYTBlY2ZhYjAxZjBmYzFhIiwibGlua19pZCI6NzczfQ/9f1f0b834f521cbceef37840c176a9362da8538efbaa56a8a4c3d711c674c69b - Visit the Amazon S3 integration page.
- **Settings**: https://email-v3.openrouter.ai/e/c/eyJlbWFpbF9pZCI6ImRnU0VfUW9EQVBEOEd1XzhHZ0dhNjQ1OTdIOUI2NG9iSEQxLUdWND0iLCJocmVmIjoiaHR0cHM6Ly9vcGVucm91dGVyLmFpL3NldHRpbmdzL2Jyb2FkY2FzdD91dG1fY2FtcGFpZ249QnJvYWRjYXN0LUJldGEtUmVsZWFzZVx1MDAyNnV0bV9jb250ZW50PUJyb2FkY2FzdC1CZXRhLVJlbGVhc2VcdTAwMjZ1dG1fbWVkaXVtPWVtYWlsX2FjdGlvblx1MDAyNnV0bV9zb3VyY2U9Y3VzdG9tZXIuaW8iLCJpbnRlcm5hbCI6Ijg0ZmQwYTBlY2ZhYjAxZjBmYzFhIiwibGlua19pZCI6Nzc4fQ/93c120e6409d277a44a8fba20771d36b27c1d52a1d9073d0a26ab4d2ee025563 - Access your OpenRouter settings.
- **Here (Optional Tracing)**: https://email-v3.openrouter.ai/e/c/eyJlbWFpbF9pZCI6ImRnU0VfUW9EQVBEOEd1XzhHZ0dhNjQ1OTdIOUI2NG9iSEQxLUdWND0iLCJocmVmIjoiaHR0cHM6Ly9vcGVucm91dGVyLmFpL2RvY3MvZ3VpZGVzL2ZlYXR1cmVzL2Jyb2FkY2FzdC9vdmVydmlldz91dG1fY2FtcGFpZ249QnJvYWRjYXN0LUJldGEtUmVsZWFzZVx1MDAyNnV0bV9jb250ZW50PUJyb2FkY2FzdC1CZXRhLVJlbGVhc2VcdTAwMjZ1dG1fbWVkaXVtPWVtYWlsX2FjdGlvblx1MDAyNnV0bV9zb3VyY2U9Y3VzdG9tZXIuaW8jb3B0aW9uYWwtdHJhY2UtZGF0YSIsImludGVybmFsIjoiODRmZDBhMGVjZmFiMDFmMGZjMWEiLCJsaW5rX2lkIjo3Nzl9/3ee9f3751ee629a04e3887a57a0513fc762308bb0a0c6a29648877a5ebf9a612 - Learn more about associating traces with specific users or sessions.
- **X**: https://email-v3.openrouter.ai/e/c/eyJlbWFpbF9pZCI6ImRnU0VfUW9EQVBEOEd1XzhHZ0dhNjQ1OTdIOUI2NG9iSEQxLUdWND0iLCJocmVmIjoiaHR0cHM6Ly94LmNvbS9vcGVucm91dGVyYWk_dXRtX2NhbXBhaWduPUJyb2FkY2FzdC1CZXRhLVJlbGVhc2VcdTAwMjZ1dG1fY29udGVudD1Ccm9hZGNhc3QtQmV0YS1SZWxlYXNlXHUwMDI2dXRtX21lZGl1bT1lbWFpbF9hY3Rpb25cdTAwMjZ1dG1fc291cmNlPWN1c3RvbWVyLmlvIiwiaW50ZXJuYWwiOiI4NGZkMGEwZWNmYWIwMWYwZmMxYSIsImxpbmtfaWQiOjI4fQ/975281f64f5296eec7b21d2af45a2f6fda0dafad57311db7eb19708add4c501a - Contact the OpenRouter team via X.
- **Discord**: https://discord.com/invite/8TpuzNXQYr?utm_campaign=Broadcast-Beta-Release&utm_content=Broadcast-Beta-Release&utm_medium=email_action&utm_source=customer.io - Join the OpenRouter community on Discord.

🤖 The Image Generator That \*Gets\* Your Business

...and solves the long-running consistency problem  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌

December 04, 2025   |   [Read Online](https://link.mail.beehiiv.com/ss/c/u001.OmvVQoGRxXyFopAr2m0tC_JdbHNBRd8n11luFy6QsdkOFn4Qz9ECE2pEwMGLtIPr3jKATKZYvgYDQua9JrC2R7a7_CyYIjSSm9XfO5f8nKWww5BJ_o3AAmDbtJCTw0S5yH61xhjjQTTy4Gro1ZLsxsP3RdDLFOaZPhSf5sojw4Ak5Lm0EVqlmjb7U7r1_g7wI9NvAppcUesG598goDja4gO4LWvTxDEI_JFQlTmvp2a9TYc4ccHmpRGC77BkTOEHwrrPq5uvE0osC7rVKWNIlhqt0HrHksrg6EtKH58Plr9JAInGb9-shAx-puMg5pQ-ledb2ANzJ2nFT1PSy8i0FINQFeCYe89cKjyyumlI4gpV0O4JMF3uTIRjkrBTbP0EBtVJjpl2mTpt9QbDrRzn0cHGAMDsB9WxT

🤖 The Image Generator That *Gets* Your Business

## The Image Generator That *Gets* Your Business

### Key Highlights
- The introduction of ImageGen.ai, an AI agent specifically designed for business use cases, allowing teams to create professional visuals without requiring extensive design skills.
- ImageGen.ai utilizes Google's new Nano Banana Pro model, which understands the visual world and provides design sense, spacing, alignment, layout, text, and color palettes.
- The tool is currently free to use and can be accessed with an Agent.ai account.

### Detailed Points
- The newsletter discusses the limitations of traditional image generators, which often produce inconsistent and unprofessional results, particularly for business use cases like infographics, timelines, and presentation slides.
- ImageGen.ai is designed to solve this problem by providing an agent that can create images based on detailed prompts and brand guidelines.
- The tool allows users to upload reference images, pull from Favorites, or grab elements from their Visual Element Library to ensure consistency in branding.
- ImageGen.ai also features Custom Generators, which are templates that can be set up with brand guidelines, reference images, and style instructions, making it easy for teams to create on-brand images.
- The tool has been used by the author for various projects, including timeline infographics, presentation graphics, social media posts, product mockups, and blog headers, with promising results.
- ImageGen.ai's features include the ability to revise generated images with simple text prompts, allowing for iteration and refinement without starting from scratch.
- The author highlights the benefits of using ImageGen.ai, including its potential to streamline the design process, reduce bottlenecks, and increase consistency in visual content.

### Important Links
- **Read Online**: https://link.mail.beehiiv.com/ss/c/u001.OmvVQoGRxXyFopAr2m0tC_JdbHNBRd8n11luFy6QsdkOFn4Qz9ECE2pEwMGLtIPr3jKATKZYvgYDQua9JrC2R7a7_CyYIjSSm9XfO5f8nKWww5BJ_o3AAmDbtJCTw0S5yH61xhjjQTTy4Gro1ZLsxsP3RdDLFOaZPhSf5sojw4Ak5Lm0EVqlmjb7U7r1_g7wI9NvAppcUesG598goDja4gO4LWvTxDEI_JFQlTmvp2a9TYc4ccHmpRGC77BkTOEHwrrPq5uvE0osC7rVKWNIlhqt0HrHksrg6EtKH58Plr9JAInGb9-shAx-puMg5pQ-ledb2ANzJ2nFT1PSy8i0FINQFeCYe89cKjyyumlI4gpV0O4JMF3uTIRjkrBTbP0EBtVJjpl2mTpt9QbDrRzn0cHGAMDsB9WxTlr_jtX7FfX2-O8GhiIjlNqOgDnU5wNtDjvcY5u1RPMnAny43_hKq56K2KfDPncppYq_PEXxuDM_fBeTHHGSMm-pHqM2rqEq_h7QgBY2JntKe1rQB-aMZ77Rzd9NtYtbxPdUGRMIfbSHKEs8cKlz9CK2rsIV4XlTq_nNka13bRQ851nEU995NsqU51NvyLRQ-ExfGLLbSHnQ7A_pRB9H3Ja-I9iFuyns7ToRqmMLr2mNVrquZgWTElgejiEIZVLrhnVvLE4_oiEa9ZbPNMUaZ857wWvOuPapsL86PPE2HNEjoJ4tKFQ8EK53AyZIlRNXLUL5OYALpqxmlgst1gguz8pUXa_2FLNmrZGF6_yD3r71zSFLnahaukBRoBlAylmp6L3qhUOvDPY0nW29TE_BjYY8-6zbLnlG7kVXUWNXsH_s8yHrO8NvVUlf_jAGZe9f-5QJetQtMy0/4m5/3iIUwdcGSPiiCJxIO6sMdA/h0/h001.rsyp0ip8cfuz_138m6IymVP-bZUdb6kH1bEKuZeEwaw
- **ImageGen.ai**: https://link.mail.beehiiv.com/ss/c/u001.VPi6Y0lRnnfLGQmLSO3txeppb9y9Y8W4jFs9sTrtGcGs1IszNkhHNTliXwXIM58MXF0l5_qhqr_20AaV7lpe8l351piMPSOMTMn_oMdLfgzM-krmNRj02rKDKheHoLv8H4AkUP_0-2vyswZvXz-M2zegSk6JtKqvDffEokL-nHSCFlfrepq4rNtzGell6TLmzJPkWBHxThti5jHAT5dEev-cWQT4QFRA49fOirj6ooo/4m5/3iIUwdcGSPiiCJxIO6sMdA/h2/h001.PqXGF9RH42sQJdwHBOavEBLJqZfJqRprNFY5fav4lUE
- **@dharmesh**: https://link.mail.beehiiv.com/ss/c/u001.gqNxEDu3Wrtx5CrlQO6qn2a-pzI0iQLenmkKyohlzEWPoAu4wZkD4YHKXnmgsyuK_pbMJkXo1s0Qe2PQhcuO0YrdzhViSwF7OXRdbyuQK-oMfXqLEGI9kCAzLklOx4edt1jc5MeYRLxR8wP7o0QJ44NrWNZx6HJOkgd3BUWUqXPhW3-zN6xKSxoVLL8vQjBLgO94OSdNotbPT9C7kA5UYRxS8PX2T_0vKqSftTu8VD4Zo1WdgXWpRuzF6SoV8Hc0/4m5/3iIUwdcGSPiiCJxIO6sMdA/h3/h001.kbm3j6XHpgPIeQZ_djokRsyLwaKtchnp7ClRI5TiAuY
- **Generated with ImageGen.ai**: https://link.mail.beehiiv.com/ss/c/u001.VPi6Y0lRnnfLGQmLSO3txeppb9y9Y8W4jFs9sTrtGcGs1IszNkhHNTliXwXIM58MXF0l5_qhqr_20AaV7lpe8l351piMPSOMTMn_oMdLfgzM-krmNRj02rKDKheHoLv8H4AkUP_0-2vyswZvXz-M2zegSk6JtKqvDffEokL-nHQyak3Co_MX4txJjU5D49WOl5Zu9MdZTqYm4uD1f4FW9AnYrcejiaHMuNKO5jcpMuc/4m5/3iIUwdcGSPiiCJxIO6sMdA/h5/h001.keZ9AB2D29cYYqp7YvJhzth76Pz9GdOkBumScJHSy54
- **ImageGen.ai**: https://link.mail.beehiiv.com/ss/c/u001.VPi6Y0lRnnfLGQmLSO3txeppb9y9Y8W4jFs9sTrtGcGs1IszNkhHNTliXwXIM58MXF0l5_qhqr_20AaV7lpe8l351piMPSOMTMn_oMdLfgzM-krmNRj02rKDKheHoLv8H4AkUP_0-2vyswZvXz-M2zegSk6JtKqvDffEokL-nHQvgGL6ZjIwzzivHD_JIK_0XDw_GT59Nr2f5CMoh7lLT8EQct7Ydu8qLeZXMV4cDDI/4m5/3iIUwdcGSPiiCJxIO6sMdA/h6/h001.7Ig7bJjowJZI5-NEz-zYWfeZDM4xKU_-goPaURQq5DQ
- **Screenshot from ImageGen.ai**: https://link.mail.beehiiv.com/ss/c/u001.VPi6Y0lRnnfLGQmLSO3txeppb9y9Y8W4jFs9sTrtGcGs1IszNkhHNTliXwXIM58MXF0l5_qhqr_20AaV7lpe8l351piMPSOMTMn_oMdLfgzM-krmNRj02rKDKheHoLv8H4AkUP_0-2vyswZvXz-M2zegSk6JtKqvDffEokL-nHRnHsyLxvcHNTUeC3gbtoo7UMKCGwXIr7NLa1o6UIoVe0gFZwK2sJg_pm_mFhC-fgw/4m5/3iIUwdcGSPiiCJxIO6sMdA/h8/h001.LSRdO6oY7M1dQXwDWCpanLzC4b1i7i7rfS2IPymdWz4
- **ImageGen**: https://link.mail.beehiiv.com/ss/c/u001.VPi6Y0lRnnfLGQmLSO3txeppb9y9Y8W4jFs9sTrtGcGs1IszNkhHNTliXwXIM58MXF0l5_qhqr_20AaV7lpe8l351piMPSOMTMn_oMdLfgzM-krmNRj02rKDKheHoLv8H4AkUP_0-2vyswZvXz-M2zegSk6JtKqvDffEokL-nHR9Dy4RjDhmKteiueqvYcOKGIPso3TRD0xOoBR05nFAas55ISoCEcABBsZ-xybgzhY/4m5/3iIUwdcGSPiiCJxIO6sMdA/h9/h001.ZLrciyGpQMr4nkPxEwSf2CgUCqjWxWVbd7YbN2bj4tQ
- **ImageGen.ai**: https://link.mail.beehiiv.com/ss/c/u001.VPi6Y0lRnnfLGQmLSO3txeppb9y9Y8W4jFs9sTrtGcGs1IszNkhHNTliXwXIM58MXF0l5_qhqr_20AaV7lpe8l351piMPSOMTMn_oMdLfgzM-krmNRj02rKDKheHoLv8H4AkUP_0-2vyswZvXz-M2zegSk6JtKqvDffEokL-nHTqYC5TNj-ziCOCE7qarY13iouCsxGGBjvr_jt1EmgJJ8CJ4Lh-EeOiJkD6fNlsU50/4m5/3iIUwdcGSPiiCJxIO6sMdA/h10/h001.wwsWOPvXrjYl7gwCMWTALS7qooGkw9QwapX7rWSffKs
- **CompanyResearch.ai**: https://link.mail.beehiiv.com/ss/c/u001.tV0YntSOseNM14zQ3e3N51H12WoqARpKBT6eWFPHf1YRdsntrD_fNBEpD8JJm9L7ZZz3pdT4yst2mC4b1Kq6MVSKWDTI7PXLcpMUif1HVIaD_BMjaNX1HD8LgFZ45HutFt9X4y8qrfo8NqVc8pJWeMT-1y_qGEJlFR_sCt1BLZBusJjswXEaVMFHqNMzXKcnT2D0XjMhnm3QkSwybkY4O7VQgBmsE4AMvir4JLb_XeFVDQwQPy48gXEV8hFHDVpj/4m5/3iIUwdcGSPiiCJxIO6sMdA/h11/h001.3-02Of-OnGg01R-F4XDrLZuOj2QI2eI8A55SBS6pni4

Google DROPS Gemini 3 DEEP THINK!

Best reasoning model yet. Deep Think mode. Parallel logic. Huge benchmark wins. Gemini 3 just became Google’s brain for hard problems.  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌

December 04, 2025   |   [Read Online](https://link.mail.beehiiv.com/ss/c/u001.twFgs-ckiNZ632HpTJQuPdoQiN9-x4AlTxuP4InofIsNQ4Gij3-3JKdWVddOAjAPzSNYP5G-slqW-5fHSo0tb2a0_vfc9z0lALFzkstybmrtB7nX8oGWqQzEQgMzzi5s9Zu26jJTbP0crBu29JegxNjOaA-fJsTLvNWr8fsSICbrARrBWCYyI-7dt3hnddoe2pe8x4N-p434yxMUHPk92BLyJs_KChm264dZzw1g3bvPZbDTbr92J0JCQbdwjl1VKA4QrYrxXuvNZnS8-CtDRCIcVOo3QtHDD13cM9JdIRx0T5BelZnC_S_E0i3cqlhPyy-c7BYCw1LMoKfQQpy_8HgSW-Y53F

Google DROPS Gemini 3 DEEP THINK!

## World of AI Newsletter

### Key Highlights
- Google has introduced Gemini 3 Deep Think, a new reasoning mode that improves the AI's ability to handle complex problems, including multi-step math, science questions, logic puzzles, and pattern-based reasoning.
- Deep Think is designed to spend more time thinking before answering, exploring multiple reasoning paths, working through problems step-by-step, and being more careful with math, logic, and scientific questions.
- The update aims to push the boundaries of AI capabilities in solving genuinely hard problems, making it more useful for tasks that require step-by-step thinking and problem-solving.

### Detailed Points
- Gemini 3 Deep Think is part of Google's efforts to enhance its AI capabilities, focusing on better reasoning, stronger performance on science and logic tests, and improved visual and puzzle-style reasoning.
- Deep Think has shown significant improvements over previous Gemini models and other top models on reasoning-heavy tasks, particularly in areas like science, logic, and visual puzzles.
- The key features of Deep Think include better step-by-step reasoning, stronger performance on science and logic tests, and improved visual and puzzle-style reasoning.
- Deep Think has been tested on various benchmarks, including those from Google Deepmind, and has consistently scored above earlier Gemini models and held its own against other top models on reasoning-heavy tasks.
- The update is expected to be noticeable in day-to-day use, particularly when asking the AI to work through math or physics problems, explain tricky concepts step-by-step, solve logic or puzzle-style questions, or use it for planning or multi-stage reasoning.
- Guidde, a tool for creating AI-generated video guides, is also mentioned as a way to simplify training and documentation processes.

### Important Links
- **Read Online**: https://link.mail.beehiiv.com/ss/c/u001.twFgs-ckiNZ632HpTJQuPdoQiN9-x4AlTxuP4InofIsNQ4Gij3-3JKdWVddOAjAPzSNYP5G-slqW-5fHSo0tb2a0_vfc9z0lALFzkstybmrtB7nX8oGWqQzEQgMzzi5s9Zu26jJTbP0crBu29JegxNjOaA-fJsTLvNWr8fsSICbrARrBWCYyI-7dt3hnddoe2pe8x4N-p434yxMUHPk92BLyJs_KChm264dZzw1g3bvPZbDTbr92J0JCQbdwjl1VKA4QrYrxXuvNZnS8-CtDRCIcVOo3QtHDD13cM9JdIRx0T5BelZnC_S_E0i3cqlhPyy-c7BYCw1LMoKfQQpy_8HgSW-Y53FtcBz4IuW-vyoB3wNSXujAKa68xSeBjBdBB8IbKQDQ0no4B5Py_0qWB7L7q7KFiLRref6J2bjp6a1u10vrczJKf9aPb-EFohKd8LiPDVWwLDxTdj7vPGfJN9b7pA4iNDUnWcE4TT1QjL_Bm2x8Mk9jAb8GHRfXnXoahibl_QAls9kdSw06-8Lv3cN1QwFoRFWEjZ_X7ZDj66g0A132pf88g3ZBuUDcOJ_ZDt5gO9gdW7n-QSB2UPQsuDXOdZDFUr2eENx9des33AgAxm0MF4scFRO4pSy8U9afiQeB5lfsXGoVYe9NNOVoRxvx2eRejwzEfwPXMfq7x-62O8vQX1WoNsec9lFDXZZ1aEvJA_h5mtT1JsvM2jHcG4fPJ78cVT6Ay8vPSjPbYChq9kdiAPAW7GG_aPY-n9P2WLlJX5avdS4UVpZ5LKPGTYI6sf0JCpCXItiQZquJWTnm9gVSOFJqdsHF8POess2tTtbpeY1bwMdfdmMs6k1vqIU6-C0VSkMT2h5ibzywgiXI/4m6/M_LlfOsjR_yBDVUTnRs7yA/h0/h001.u7HlwuX7O0JLJGknfOxvrDTtPiZSWUG53RYXaKWuKO8: Read the full article online
- **Guidde**: https://link.mail.beehiiv.com/ss/c/u001.pxa0_fvDGr1I1rEzX4oeaU81HJeHNpagY392eoFlI9HjxgwlTVJAQS7XeQH2B3vBtTSK7F7oUv_ktXnOAn5VP0yU9zhF3lV1dxBE637NhoSxydTmq6av5A-1fbFhYZFPp9YlgSmKF2iGUNTzfFXbxdFMcpKWwQL75uTN9t6hx5uJO6vgfvqSFIP0UY0wN9KLc23qdmKd7QSi622vZKpHzAeqDJk1jSHYvk3pREYD4dJ-CDj5hzZwX3jLS1-X6-zonXrHoYt5PtMLp1JGxF98MbhFMCn1v9RvnFxdb2l2JRQBHTg3zj_MObFtAU5ENx0yryAV9Lj_t80zYvKeyc-ZmSf1hE_BN8Ntt-BNMo_djCsfFTfV7smvxntcwXrsC-YXkjCSQdmgv04YhGfCx5-oDenqgXubbEkh3ep1DXqwJOKMwTT7xjd-yklSNVlspfnKATB4VnTfw8Za0uxBnSE21uutvZrpHxroOOVHvD9RbCnY65u2pEa6YLq697gW8PJD/4m6/M_LlfOsjR_yBDVUTnRs7yA/h7/h001.ztxqr8-VLM2x1-9skqCI4oI_QSIa5h1AOJpRd3lPffY: Learn more about Guidde and its capabilities
- **Check out Guidde**: https://link.mail.beehiiv.com/ss/c/u001.pxa0_fvDGr1I1rEzX4oeaU81HJeHNpagY392eoFlI9HjxgwlTVJAQS7XeQH2B3vBtTSK7F7oUv_ktXnOAn5VP0yU9zhF3lV1dxBE637NhoSxydTmq6av5A-1fbFhYZFPp9YlgSmKF2iGUNTzfFXbxdFMcpKWwQL75uTN9t6hx5uJO6vgfvqSFIP0UY0wN9KLc23qdmKd7QSi622vZKpHzAeqDJk1jSHYvk3pREYD4dJ-CDj5hzZwX3jLS1-X6-zonXrHoYt5PtMLp1JGxF98MbhFMCn1v9RvnFxdb2l2JRQBHTg3zj_MObFtAU5ENx0yryAV9Lj_t80zYvKeyc-ZmSf1hE_BN8Ntt-BNMo_djCsfFTfV7smvxntcwXrsC-YXkjCSQdmgv04YhGfCx5-oDenqgXubbEkh3ep1DXqwJOJErya105tukMEqOJXogRObWZqZiD0rdgMLQTp0hWyuU5ZY4iEDgeFLQnT6AvpURk31ljmf7FHg_INpQbKhZRcS/4m6/M_LlfOsjR_yBDVUTnRs7yA/h8/h001.tjwtQnbDUyKdm2dQhzuYHvQ-A9JFafOQhrmJqPzzio0: Check out Guidde for simplifying training with AI-generated video guides
- **Google’s Announcement**: https://link.mail.beehiiv.com/ss/c/u001.3_sEOzUr887e5bFOjeUEjySdmRghZAcABOQ8kYI5M6kmz8-7t2BJHjNJlZAw93pYRqVDP6gtSU1WXj8p_GKjrllPy2Wp1cbzjICejfLpaV5SQdKN4p_lIbnGMNmyL9TxNaY0RJzegZ3QkpeiwnckuCsA8l9Dkj9GTg8fRjaoChe3rmGImsKXRL8a_TrcLe_4DlI2A3zbsupwWqH_D12XHocaoj_f0VUAQZzo8c-RQtAcYR4t8UYVC_Ah7n5EcVSMwhIsmQ9kqEv7w8i-kd8gV2LmIuNOzIKsWbq09yoaVWI/4m6/M_LlfOsjR_yBDVUTnRs7yA/h9/h001.zyI3kvHhJai5bZRLDQ60VO6QrFHpPPB5g28P4NgMQwo: Read Google's official announcement about Gemini 3 Deep Think
- **here**: https://link.mail.beehiiv.com/ss/c/u001.twFgs-ckiNZ632HpTJQuPdoQiN9-x4AlTxuP4InofIswJvY8wQFQRGcnjmPgARAfEr_VS0-WEKgWPeYVrrOvD_4DLM1sNx1S66hFhBdKltEdW4WEuP3A4eMS10RSzVa6lFy0WEXvc2wLVi6ZvDPiqEQSWh8k329E508JHMtM5QmbN7uOMkB_sTqGmw_uw69OvmgyMZ9Uthd0R0UTzr8e045EeKxpv1lp13THZyo6qnDK-rgwnZuiZS4bBrFH1gQ3WMt4AmpYPEDHd3YG6RQD5MkvOZRRQkzkExHkXWVThuTN1hRNOOyuMCvRf1tAseZGm9jeGKMv5dpmxNgwNXgWww5nPD3FSCt1IC0Vwz0FpOudhLydEMVeicwXHbCpShIZWN1Rai0cqa8FoY6CHBr8gWOdnT0iMcY46iT2PLGnANLrvyMyXrWYTbF0rYJOdEnYFBnxGeATEIFK94WtdXkrksOYuzPo7aabnXHRDFvthXaBB5GgsRh2w7fIYEKDsykT6B8hEVhEGZzrclySJDLIudRmZdIf55oWY5tYrpf1IuBGXqDPVLPUgYw6V6F2wtGOh1sJHO_2PcS07uy6_3JrlqgnpHX_kwx9Umh1IInZ4mXWFHBSOtZXuIcfdg1i2Arz76k4UvZp_Pf8Zq-lLN59XrXMm109eYPwqo9DgMeUQ4eTW0VE9-lVrOqY8BiYOo6o0qNYDJwCtshWV_GTn7-znyC6h_CY8GTV5rs1W3jEpxppbK4Z-WeTIJuy31GHXkR2eeDcZhAGbxkxi84g9WSZrTaKZUkzaTCAQiYNGHbibPqj9srP281XgztPhUZPHfXO9DfLbwtXn3oa0ZAPPKkkcoAq282vO4UtFnhVnOmhCokdTIzz3BdXAYl85i1mJEiJ_2VY0gSpfNfdpPqnut_n1E-SYUA8kzXlPB2-n0Z7_gcCcn-BnPNGbhqAhNkRWobJGwHnS63O5afftwzLtUJ912PeIHJsaCfeeT9KMfzaYyDiI0uz_7naq_BS7Yo13j51bSir7CJ4kvQYkLL1_pw5Hw/4m6/M_LlfOsjR_yBDVUTnRs7yA/h14/h001.s1TvG_vNe1gFg45vaNlBBXD_edooi2WcjfVCpMNni_E: Update email preferences or unsubscribe
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Hi Saurabh,

**Do you struggle with remembering what you read?**

You’re not alone.

Today, I’m sharing a system that I’ve personally used for over 7 years to quadruple my retention of anything I’ve studied, from my medical school days to learning research and business.

_(I even made a_ [_video_](https://email.mg.icanstudy.com/c/eJxsk11zqyoYhX8N3tlBJH5ccBGbmvQkrWl68tHcZFBArQIWMY399Wfs3nNmz-zevi-LNTxrUVxqRm64W62Tfbt_Dbu-LLDeHJnDSBzjkIYO05LWisjyri6o6u3AxrtCS4cTLwxwDGcB9h0uad1eJO97WvLpTvHRr7avaOOND6ya_3vO_vnc_j5lx46TT20a0erPP2aTDOWCw4DlbhCFgYvjMHYjgQIXFkzQiM88SqM_Jb3l3aQrQhxRFOWumM2Yi-Pcd_MA5a7vRTErIoGFBx2urrXRSnJlSWc0Gwpba-VUBMXYD71YwDzIsccwQjGOBIQCsYJTFjs1QRDNPARn0Pcx9O98zGIaRAWlPAxzLwAY_gWoJZW1XQ_8OUApQOmoBzvc5RygVDerZv94xEHTAz8drLz0ejAFB_7i-3EABdNQclYPEvgLxT_7llvLze9NoZXlygJ_0dGCG2Go5BNSpy0uv_DUynKjaEv2KO3Z8tCcPIDSl6e5aNvF5gRDQdfKf3wTLw_NJsn9XRacxvvVask37Ut7EMceoKTulq3Jx0SJ8xyfk3QRyfwNHm7d07aYhbFtcZc8j-FaiGpTncsxW1ebh2Vks1Uv65uUIwMo2R3L-fWL3zQP2yVASfIUnGa3fh8ky2reUH4Q96fX82kR5nWg

[Learning Drop] Remember Everything You Read (PACER framework)

## Learning Drop

### Key Highlights
- Dr. Justin Sung from iCanStudy shares a system to improve retention of read information, which he has personally used for over 7 years.
- The system involves breaking down the reading process into two stages: Consumption and Digestion.
- The PACER framework is introduced to categorize information into five types for effective retention: Procedural, Analogous, Conceptual, Evidence, and Reference Information.
- A video on this topic has received 700k views in the first 30 days, demonstrating significant interest in improving learning retention.

### Detailed Points
- **The Problem**: Many people struggle with remembering what they read, with studies suggesting up to 90% of read information is forgotten if not properly processed.
- **The Solution**: Focus on the digestion phase of learning, where information is processed and stored in long-term memory, rather than just consuming more information.
- **The PACER Framework**:
  - **P – Procedural Information**: "How-to" type information, best learned through practice and immediate application.
  - **A – Analogous Information**: Information connected to something already known, learned effectively by creating and critiquing analogies.
  - **C – Conceptual Information**: Facts, theories, and principles, best understood by mapping concepts and their interrelations.
  - **E – Evidence Information**: Detailed facts and statistics supporting conceptual knowledge, effectively learned by storing and rehearsing the information.
  - **R – Reference Information**: Specific details not requiring deep understanding, best memorized using spaced repetition systems like Anki.
- **Implementation**: Try using the PACER system in the next study session to improve retention and understanding of read materials.
- **Additional Resources**: A video and a full program are available for more strategies on each type of information in the PACER framework.

### Important Links
- **Video on Improving Learning Retention**: https://email.mg.icanstudy.com/c/eJxsk11zqyoYhX8N3tlBJH5ccBGbmvQkrWl68tHcZFBArQIWMY399Wfs3nNmz-zevi-LNTxrUVxqRm64W62Tfbt_Dbu-LLDeHJnDSBzjkIYO05LWisjyri6o6u3AxrtCS4cTLwxwDGcB9h0uad1eJO97WvLpTvHRr7avaOOND6ya_3vO_vnc_j5lx46TT20a0erPP2aTDOWCw4DlbhCFgYvjMHYjgQIXFkzQiM88SqM_Jb3l3aQrQhxRFOWumM2Yi-Pcd_MA5a7vRTErIoGFBx2urrXRSnJlSWc0Gwpba-VUBMXYD71YwDzIsccwQjGOBIQCsYJTFjs1QRDNPARn0Pcx9O98zGIaRAWlPAxzLwAY_gWoJZW1XQ_8OUApQOmoBzvc5RygVDerZv94xEHTAz8drLz0ejAFB_7i-3EABdNQclYPEvgLxT_7llvLze9NoZXlygJ_0dGCG2Go5BNSpy0uv_DUynKjaEv2KO3Z8tCcPIDSl6e5aNvF5gRDQdfKf3wTLw_NJsn9XRacxvvVask37Ut7EMceoKTulq3Jx0SJ8xyfk3QRyfwNHm7d07aYhbFtcZc8j-FaiGpTncsxW1ebh2Vks1Uv65uUIwMo2R3L-fWL3zQP2yVASfIUnGa3fh8ky2reUH4Q96fX82kR5nWgyw-4fj_w52WTZAyg9IpQs6vxU7O9redKGbi_Za8UoLTcezkKj49jtriP73fXJn_BmVc11iyfB4CS6x74C6fV3w3_inS2_XqG73KHBKZvyh4-HMltpRmhXe10Rl9rxg2Z0JWDcgzp6WBoXr3TlitmKMCwnJbfyf4Ki3yDduv-6k7ouXEs4fbyf7Mtmdx_tLak0PLy47-7EvRfAAAA__92fTRs
- **Full Program for Learning Strategies**: https://email.mg.icanstudy.com/c/eJxsk09z4jgQxT-NfHPKloRlH3TAIcAsJBCyEMKFkvXHdmxJjiwIzqffcmZqa7Z2rt391KXfe83PtaA33C1X-b7dv5CuLzm261cRCJplmDASCKtZbagu72rOTO8vYrjjVgeSxiTBWTRJMAqkZnV71rLvWSnHN9VHv9y-wHU8PIhq-vdp89fn9teUHzpJP61rVGs_f6uNMlgoGSWiCJOUJCHOSBamCiZhxIViqZzEjKW_S3ovu1HHCU4ZTItQTSYixFmBwiKBRYjiNBM8VVjFUSDNtXbWaGk87ZwVF-5ra4KKokLhOOZYSoIQyVAS8zSKUxwVJE6hZEFNYQQnMYwmEUI4QncIi4wlKWdMElLECcDR_wC1tPK-A2gK4BzAeeds6Zju_zsF4JxxJqSuOUDzi9fn3l4clwDNvr8JYDIWtRT1RQM0M_Kzb6X30v3qcGu8NB6gWce4dMoxLUe4QcvPP0HVxktnWEv3cN6LxaE5xgDOnx-nqm1n62NEFFsZ9ONNPT8067xAu01yHO6Xy4Vct8_tQb32AOZ1t2hdMeRGnab4lM9nqS7eosOte9zyCcl8i7v8aSArpap1dSqHzapaPyxSv1n2ur5pPQgA891rOb1-yZuVpF0AmOePyXFy6_dJvqimDZMHdX98OR1npKgTW35Eq_eDfFo0-UYAOL9C2Oxq_Nhsb6upMS7a3zYvDMB5uY8LSF5_DJvZfXa_uzbFM97EVePd4ukCYH7dAzQLWvud9a_UbrZfT9G73kGF2Zvxh49AS19ZQVlXB52z11pIR0d05cUEjvbs4lhRvbNWGuEYwFE5Nr89_mkW_QYd1v01HNFLF3gq_fnfjHs6bv_jak-51ec_XuCVwn8CAAD__9-aOI8
- **Manage Preferences**: https://email.mg.icanstudy.com/c/eJxsU1FzsjgU_TXwRieEmMBDHqRW_VYr1q5WfXECSSAlJBQilf76Hbs7O9_O9vXknJy5555bXBSnN9QuV-le719J25cFsus37nOaJIgw4nPbMGVoUz6ogpneXfn4UNjGFzQkGCVgglHki4YpfWlE37NS3P-UH_1y-wrX4fjEq-mf5-yPz-0_LDe2gn7arpbafv6G3WUwlwJgngc4JjhACUmCWEIcgIJLFotJyFj8u6R3or3rCoJiBuM8kJMJD1CSR0GOYR5EYZzwIpZIhsAXZlCdNY0wjrad5dfCKWv8isYxgjBMIJchRBKHPCaChSxJYAQIJthXFAI4CSGYgChCIHqIEE8YjgvGBCF5iD0E_heQppVzbe9FUw_OPTjXytT_pdxBD87FZjbkw-nJGl8Xl7-nU8aJzjBN93De88WhPoYenL88T6XWs_UREMlWJvp1ki9P9TrNo12Gj-PjcrkQa_2iD_Kt92Cq2oXu8jE18jxF53Q-i5v8BA639nlbTEjiNGrTzUhWUlbr6lyO2apaPy1ily37Rt2aZuQeTHdv5XT4EjcriF54ME2f8XFy6_c4XVTTmomDfDy-no8zkitsyw-wej-IzaJOM-7B-QBhvVPoud7eVlNjOrC_Za_Mg_NyH-aQvP0as9lj8rgb6vwFZWFVu26xuXowHfZeNPO1_S7oV2yz7dcGvDc7KBE7GXf48BvhKsspa5XfdnZQXHT0Hl15NX5He3btWF69My0M75iHQHl__F5Mb69dIeh30IHqh-BeRtH5jgp3-beYjt7df7R2tLDN5cezGSj8KwAA___dohu0

🦾 20M ChatGPT Chats Exposed

Court orders handover, Claude's Soul, gorilla warning, Apple's app awards, and more...  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌

December 04, 2025   |   [Read Online](https://link.mail.beehiiv.com/ss/c/u001.YVtwEONifAodwtyRJ4fK9EF0aTtXoffYj_Syhgk1RmDd9jbqbJitp6Ju93tvT5k06AFpmI6GPwRVeJt5IsNIjmP6MYd6uZk222vW4TKOSLubA1e5fztKrC-7nq2mCXrlv6-QzfBDXFORtQmDOlMM7biERamt_Tr3RRYcX0Zzt7wmutmXfvcP9GF_GJaSrJxhqITmeQPMXaiN8vPqyselDNvAp5bVQ6YNktZuoFFnKmwHo4peeFgPDgsoQ5eci0bUjOm-sTFCruMcZSIkjuI3y5SmWrckTQSIwvAxoJje_2oqXzB6vqW04BQ6KceASRWpDSWWmX0_U2df7LsDNowxZOlQo7jLcNJKR7S7qldogmbLv1VsSmcVHtmoC0HK821_LlTF4KvdYB2Iq9wF72v

🦾 20M ChatGPT Chats Exposed

## TAAFT - There's An AI For That

### Key Highlights
- A federal judge has ruled that OpenAI must turn over more than 20 million ChatGPT conversations as evidence in a copyright lawsuit, highlighting that cloud-based AI chats aren’t as private as thought.
- Apple has revealed its 2025 App Store Award winners, and AI apps have swept the top spots, including an iPhone app that uses AI to build visual schedules.
- Claude Opus 4.5's "soul" document has been leaked, showing Anthropic's method for embedding reasoning and ethics into the AI model.

### Detailed Points
- **ChatGPT Chats Exposed**: Over 20 million conversations are being turned over as evidence in a lawsuit, raising concerns about the privacy of interactions with AI chatbots.
- **Apple’s App Awards**: AI apps took the top spots, with winners including an app that uses AI for scheduling and another for video editing.
- **Claude Opus 4.5’s Soul**: The leaked document reveals Anthropic’s approach to embedding ethics and reasoning into its AI models.
- **Snowflake’s AI Partnership**: Snowflake is partnering with Anthropic to provide enterprise customers with access to multimodal analysis and custom AI agents.
- **Wispr Flow**: A new AI-powered voice dictation tool that allows for faster and more accurate typing by voice.
- **Base44**: An AI platform that can build apps based on user descriptions, with no coding required.
- **Nume**: An AI-native browser designed for safety and efficiency.
- **DeepReel**: A tool that turns ideas, articles, or scripts into explainer videos with AI avatars, voiceovers, and music.
- **FocuSee**: A screen recording tool that adds polish to videos with AI zoom, cursor effects, and audio enhancement.
- **ForumScout**: A tool that monitors brand mentions across sources with AI filtering for faster lead and feedback detection.
- **Lumen5**: A platform that produces polished videos with AI automation and brand controls.
- **Matik**: A tool that generates decks and reports with AI guardrails for consistent output.
- **Video Insight Pro**: A tool that turns unstructured video data into structured insights with AI.
- **Voiceflow**: A platform for creating voice and chat AI agents.

### Important Links
- **Read Online**: https://link.mail.beehiiv.com/ss/c/u001.YVtwEONifAodwtyRJ4fK9EF0aTtXoffYj_Syhgk1RmDd9jbqbJitp6Ju93tvT5k06AFpmI6GPwRVeJt5IsNIjmP6MYd6uZk222vW4TKOSLubA1e5fztKrC-7nq2mCXrlv6-QzfBDXFORtQmDOlMM7biERamt_Tr3RRYcX0Zzt7wmutmXfvcP9GF_GJaSrJxhqITmeQPMXaiN8vPqyselDNvAp5bVQ6YNktZuoFFnKmwHo4peeFgPDgsoQ5eci0bUjOm-sTFCruMcZSIkjuI3y5SmWrckTQSIwvAxoJje_2oqXzB6vqW04BQ6KceASRWpDSWWmX0_U2df7LsDNowxZOlQo7jLcNJKR7S7qldogmbLv1VsSmcVHtmoC0HK821_LlTF4KvdYB2Iq9wF72vfGVjPFSrQY9uTWw9-2Kl0UrjpcMM-wdlFIqlOkJZeU8KD1MeqQmIRjWFIglW8kx4QBPbqYxC_QqFIMCecXMF0znH21luW-y2y13t9xTp-4ppyh887VF9bBtZwnq2Z099MC7rnRnE4i-uMdHs5mG9vaiNA9kEzyBh0F-IQrS86pyiW7gp67H6gqBMFkWScAnz0bCefndg5hPfnFyf0Rjf0jjjM05euw_LoemadghqvmFjTrvDQbSLPakn16MGHXRAnSC466kxP-DpzuGldjv-oJYqQmAN_vdoDyGwcHX5XDZVskw2ZNmpva938ysjSqVn8mKXY15BjgofwFHb7WHCK9zKR3PchnfQDP9EvnI-_t1OdjdPlDCoGl6HZkvWyRoKoJDQrb7qbmdjnXpMjUd7QEjKedpZYyT-fbp_ayPdjGIJfvkcLxfbRqNg_92Q79MBW6EjTRV3n5T9OaZVXbUQu-ms/4m6/B7Nx7TF0RFiOD9p9IAUb_A/h0/h001.6cVpQuLZT6ot_bu1v11XSiEuVYO9xQ3-lzrOftjNOdU
- **ChatGPT Chats Exposed**: https://link.mail.beehiiv.com/ss/c/u001.RUBZ4nmpws8F7fbywsQK-h6eCXV77Ga4RvN3oh051_P7eHjC3HvRchprxQ7YxiBOPn0eNNKh3MSmHzNrpeOg1lchmVA4FFteDficn4Aej5Mlpc2rwZvRJwQtEtBvb6DupMM6GHu4u-WP1WTBINCzYY3YM3h6pEEGForF9aB9MdOn06o63HYhmTPrH02GzIo9qYqp1oKW5ox5e2y7_xjp6_GfHVsE49nr4-d4QOHRe5Cjftk3ZXflrXzsAr3YxAoBLLYBXSQb66oHR53z_1Yr3w/4m6/B7Nx7TF0RFiOD9p9IAUb_A/h3/h001.3AqBhp8LT9c1SAlXTewL2XVksRCgBWEo0sJRrDXx5hw
- **Apple Crowns AI the Winner**: https://link.mail.beehiiv.com/ss/c/u001.os0wY4i5pjGIM0Qbp25e7uNti2bnFsv27B-y5JO2WKCr0a5W5lLxKV1Im8Rb5xRw35qDpcC5veJzMXvHh4kr_VNfctU7DRye67zIz_BJZiRgSMvXB1UEdU3YD3tfKUzFATUv1063pV-m-OSMkvHA1buOKFBm7Y_SNrVjO6lmxRNZyFr_1Z6zEETH8A0sGoxVVF-3t5OhYOUGkUVP3mp7sl4llHSYXkBES1_R5h-IQbhPC7WpfzWZwB49oEpENT0UfVrfGT-ntdnmzZFSDuBXp0U0EwJvFQHVs1Iea1jmG3uEK-6QV5dhoDkTt3d8mo3fweuUdZF69Bp4YJoJEtE6-A/4m6/B7Nx7TF0RFiOD9p9IAUb_A/h4/h001.TZDJUIklXPtdng8Tk3I9Dvw3880W6dQ6y-LOU6tVCSQ
- **Snowflake Gets an AI Brain Transplant**: https://link.mail.beehiiv.com/ss/c/u001.os0wY4i5pjGIM0Qbp25e7qHitJvaNFfwONBh0qOSCrZFWlbOHECahbLwdP0lU1IEVPbpvaYCEnshC3YPR_YPQgS6sEM_AaKd6-TEYqqoBNoC_ViWBRwqTtrJoqPpWGsv5nUuquZNMvyS_0wyDN8f_j7OVgcVygAecDaOGm-dufxo0_VWZBnx6DUxiNkVKfMdNHLP3nVhX8ERbhVTC39h5xztzckxFefdErJcwZe6fkAqT2MjolL5qAHWCRSbUjVKTzTp4A5gg3SjgpG5Cabewy5qfq-wfyUNqzwTwASGfEOuZmIYek7FPn5AsRuhn4ml/4m6/B7Nx7TF0RFiOD9p9IAUb_A/h5/h001.yFXhbR3KUfQz-Kek17pWHwpoWkw0ibVDBR12Pj1p2e4
- **Tell Base44 What You Want**: https://link.mail.beehiiv.com/ss/c/u001.RUBZ4nmpws8F7fbywsQK-p-M_znmOMfXNfBehBtbgYSNYdLfhj2Ll24DjeYrNyw-zoi0em4dmeajbaHRKwnhr4xpxN2tYuagfdeHBn_T3C87Yw-7JPctyW-x9vLNfrm70GMsyyVxK5TUNkJoL19pQGkEfAfvIWJOFRaeZ7XjVx7-JdQaijcTtjGv-nnDjufZUhLF9WO1bTlGS2WZq-mQBRlhCwlv2qeHrrqZvV3JrvNU9aX_y2JafhwSqmQh1V9_/4m6/B7Nx7TF0RFiOD9p9IAUb_A/h7/h001.SOV5N5jSf37ljX3pDXW0kyT_aL-AdahN3o20ia8WC2o
- **Start Building**: https://link.mail.beehiiv.com/ss/c/u001.RUBZ4nmpws8F7fbywsQK-p-M_znmOMfXNfBehBtbgYSNYdLfhj2Ll24DjeYrNyw-zoi0em4dmeajbaHRKwnhr4xpxN2tYuagfdeHBn_T3C87Yw-7JPctyW-x9vLNfrm70GMsyyVxK5TUNkJoL19pQGkEfAfvIWJOFRaeZ7XjVx7-JdQaijcTtjGv-nnDjufZV2-z35Sav_hTBy6Xc41hWJb7L5s9XZhiIih_Tc2B1BhOg83zbGxnlvizxV3rBK8o/4m6/B7Nx7TF0RFiOD9p9IAUb_A/h8/h001.LrmFYgG2kfxKPD8d5PyOe2Q0AoR5sYKj9xlk2PotRrM
- **Nume**: https://link.mail.beehiiv.com/ss/c/u001.RUBZ4nmpws8F7fbywsQK-lqFxxefxhReQXKbg7pVUkeQmryhGKOeqzfoU-Pg6yrCb8UuzOCHo2s2lp-auPyI42uY8B1DXZTeLarZ2N0N2qoLP9n75KkafRv_2qC1qAXE_ki8Nx15G3EECBpU5BJ1aDHOsJTUJ-A3LWsUC-54wJSXg59U52eNH9zm38f6XS-ceAfHvawqM2FP8GBLk0Y6v8CJy-SPc5ArKahhVzqTfD8r5kXRg9Y9IsCfUGt7BdZdkgbPBUSOWxhC0zKyJosC8Q/4m6/B7Nx7TF0RFiOD9p9IAUb_A/h9/h001.C2fKKfim6qCSaTHnw-77jVO6FgwVB2I38cP9xxTF-Os
- **DeepReel**: https://link.mail.beehiiv.com/ss/c/u001.RUBZ4nmpws8F7fbywsQK-vl50Dn8RHAoFqjFSA6m8Ls25Jpmre68vSroeuUBVcyUNdbhRN_t1VhHjN0ipiX0ar84rjvGJA7Ayo9wXmPXd-nOroWSrR73vtpu3ayvJ4wq6l_Sr4iat_k_2BSo9V2bZXPVf3XeuE_ntXP4-4YgYDmda-3B1ACSpxAZze20QrKB1vkpzJStyYNbWpDF6L1dSr7XraL71GuiYyfHBfVQPOd2CUDR8VyYCHUlbiSJDvk5/4m6/B7Nx7TF0RFiOD9p9IAUb_A/h10/h001.9nurBOiR6GWRmh1BffuMDdM9HIoANoPxhJqMlJux45M
- **FocuSee**: https://link.mail.beehiiv.com/ss/c/u001.RUBZ4nmpws8F7fbywsQK-uSwSo5FV7ZBvPkvfwpMHphNOLkNDo7v0PUdzpYeKw3THe0-JiNC6e1epvf0q99304IsVhC5kzSv4bPTgLeeqJbq8jPNIf6KjXOf6AKf0jLBaig_tMLPoIR0h-SNL-97tvMdsfPUTPmymeM22_fo20WSWc9h9sr3NXJrCnVFHO9kK_Jm3edDON33rm0z3InzXH00XJh1IC0L_ttPDi3Ah5d4pVAVix6Cb7PXvxOEfKHp/4m6/B7Nx7TF0RFiOD9p9IAUb_A/h11/h001.lAp6lWyI1wrBKWHyl5a0C1t6643mYCo_qz0DOqJepoQ
- **ForumScout**: https://link.mail.beehiiv.com/ss/c/u001.RUBZ4nmpws8F7fbywsQK-hYuuCxQmoBNlnHxE7TKjchysMQvCAYLViIj4b7JnmCu6tDgzHjWXixo9fAkSP8YnRoRjLAkwv0E6zJjlFmEid9lN8fKnEC2mS0nVBIUC_0Kjvf2vYDe4TV-_B35Hf0mGt_E4f2Pejg-9M7ELffGk6QJWMiV7LiQpmSFZlKOpJakwfnJFMW-D_qckgnIZLAVbj_RSIR_-KWUZ6N3JM8qxEKx5NFYwgLGYNowHykWH2DB/4m6/B7Nx7TF0RFiOD9p9IAUb_A/h12/h001.m3AER2Ug7wnGlSdPKH13et_0D-a70H5JlNKzjOiEr0w
- **Lumen5**: https://link.mail.beehiiv.com/ss/c/u001.RUBZ4nmpws8F7fbywsQK-iG3oiOx5TnbXj2kopBFqsP7zpzQThfnPeedvj6K8Kg53PgrSrRPVPTkI6P9RfNb8E3h5KZRvGPwP3Y4aAGdqWpNEP3zw4KuZE7N1o2w95rk0BwRfVQP2yfv3CpJKQIoJaF-2NRpqJEgaQOfl0bCx1wUE1AQ2_kRnmlMXlz9_90evb5xSDyKvJZVeOEdcP2zuFPe3IseD1pStLk8Q_EBR2685D8TCY5pVXycRpRlyYbGwy_6RBVUaBUpLg5-2Evyqw/4m6/B7Nx7TF0RFiOD9p9IAUb_A/h13/h001.x_8xjjxj5Caru6hJYZGOEvrlcgFbVtUko5fpJIGAv1E
- **Matik**: https://link.mail.beehiiv.com/ss/c/u001.RUBZ4nmpws8F7fbywsQK-rJuLwuy2Ib3euACNzmkAWawArB7PY3Fb_Gv0ZsLM3kUmeesjoZm0wb0RU0Cr3B7yl0VRujenbPW7Is4SLFxJbCPXi26rBy6z3gYgoFkP9NLko_X59VySr45wZ9ZwVPtnRFVykCr6zxFSCtTEaYMSVTCa9IB2CQxYxlWjDTUDlSxGXtcMXhJ9NEPOuoGtrlFOLEp4bgWlXGFOrFJ2aIQqrjg1A2g9b4eYGD0pZfGlDrU/4m6/B7Nx7TF0RFiOD9p9IAUb_A/h14/h001.aYgMb474WQ1yDPipTb7P3P3xARk9Wmm3qDy5bkCIGgc
- **Voiceflow**: https://link.mail.beehiiv.com/ss/c/u001.RUBZ4nmpws8F7fbywsQK-jY8GKNlYAy-rSNgQDdipoa-TE6tVlIubIDgk2Nnccxe_GYRKw3uoMf9i6F0cv_xl_BYDpwhg3Bn2IkOYxK6FjM3NyhDSYtRdwjDdMBeVfEkaxExMNKK8_kvFH6Rw8mVpE69geAOouptyPrEBVg3LvscQL_epxMg1CEBnKRmWKradFegUV_-SO6AkFZ4tiQc6KY54u0woHa_WyXfK_LIfpyb3Gt8IW0G4O2WZ550l0vX/4m6/B7Nx7TF0RFiOD9p9IAUb_A/h15/h001.ro6LD8vZKoG6JOFQDqmgFBXKpf-f7MpyWrNPqHJCN4M
- **Video Insight Pro**: https://link.mail.beehiiv.com/ss/c/u001.RUBZ4nmpws8F7fbywsQK-iG3oiOx5TnbXj2kopBFqsP7zpzQThfnPeedvj6K8Kg53PgrSrRPVPTkI6P9RfNb8E3h5KZRvGPwP3Y4aAGdqWpNEP3zw4KuZE7N1o2w95rk0BwRfVQP2yfv3CpJKQIoJaF-2NRpqJEgaQOfl0bCx1wUE1AQ2_kRnmlMXlz9_90evb5xSDyKvJZVeOEdcP2zuFPe3IseD1pStLk8Q_EBR2685D8TCY5pVXycRpRlyYbGwy_6RBVUaBUpLg5-2Evyqw/4m6/B7Nx7TF0RFiOD9p9IAUb_A/h16/h001.zwWSQ2Fe8MB3uR5MuM-Y0nAk8EYjHwp4dMjSyUv-QRw

Robinhood Integrates Prediction Markets & Futures Exchanges

Robinhood, Susquehanna Futures Exchange JV, Kalshi, Polymarket, Anthropic IPO and more  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌

December 05, 2025   |   [Read Online](https://link.mail.beehiiv.com/ss/c/u001.TsATA53bNMJMGYEI5sG6MHQasBLBVkwacsUVnTm-eHtLkZuGaBsjSjot_GMmNARmcszHZxpXx-tQxvjSs6croaT6A2IVHvq3UbtBUJP-GXxRHwZMMVwotdBGPITmBXPPRU2dhSbYNc9EW3cReQWg3XVrcUwzzTl14CvgsGUnLFm99TmOialn8xLnpEvr68UrFhNyK_CtPWkl5FvG2ud-xgKJ9kCUBzZUnJYpQO4HM1nReqwxHvG-_pwaSsG-HfqpcwySH2RQwxkSEmSonf8AQOr_Yo_FM0ZlRbJPclipnekVnBKQRUIWMBAcQvJ5CC2hKRYtl0zHYVVOK_4knbgKu7y1kajD97ZT6MKKPF1iYOyGTG2h1Opn

Robinhood Integrates Prediction Markets & Futures Exchanges

## The Tech Buzz

### Key Highlights
- Robinhood integrates prediction markets and futures exchanges through a joint venture with Susquehanna International Group.
- Surging demand for prediction markets pushes Kalshi to a $1B valuation and Polymarket to explore a U.S. re-entry.
- Google introduces Gemini 3 Deep Think mode for parallel reasoning and enhances AI capabilities in various products.
- Anthropic considers a $300B IPO amidst growing interest in AI technologies.

### Detailed Points
- Robinhood's foray into prediction markets and futures exchanges aims to compete with players like Kalshi and Polymarket, leveraging real-time data and institutional-grade infrastructure.
- Kalshi's valuation reaches $1B, with prediction markets showing a 1,000% growth since 2024, indicating a surge in demand for decentralized and transparent betting platforms.
- Google's Gemini 3 enhances AI capabilities with parallel reasoning, making it more competitive in the AI landscape, particularly against OpenAI's ChatGPT.
- Anthropic considers a $300B IPO, signaling significant growth and investment interest in AI technology, following a $200M partnership with Snowflake.
- NVIDIA introduces a 72-chip server to boost performance of large language models by 10x, advancing AI computing capabilities.
- Amazon partners with NVIDIA to enable on-premises AI system deployment with data sovereignty, expanding its AI offerings.
- Space technology advancements include the development of an electromagnetic launcher for hypersonic cargo delivery and the discovery of Martian soil's potential for terraforming oxygen.

### Companies to Watch
- WYDE Cause Coins for impact investing infrastructure
- Google for advancements in AI technology, including Gemini 3 Deep Think
- Anthropic for its potential IPO and AI innovations
- Wealthfront for AI-driven wealth management and its plans for an IPO
- Harvey for legal AI startup and its significant valuation increase
- Replit for AI coding innovations and partnerships

### Buzzy Tools
- Google Gemini 3 Deep Think for enhanced AI reasoning
- WordPress Telex for conversational AI in website development
- Bitwarden for password management with zero-knowledge encryption
- Nevis for AI-enhanced wealth advisory services

### Buzzy Tech
- NVIDIA AI Servers for advanced computing
- Killer Drones with high-energy lasers for threat disablement
- TAE Beam Fusion for neutral beam technology in energy and medical applications
- EyeReal for 3D display without glasses using AI eye tracking

### Crypto Watch
- Wyoming Decentralized Exchange for impact investing infrastructure
- Michael Saylor's strategy struggles with Bitcoin's price fluctuations
- Citadel calls for SEC regulation of DeFi protocols
- Ethereum's Fusaka upgrade for efficient data sampling and faster hard fork rollouts
- JPMorgan's forecast of Bitcoin reaching $170,000 in 6-12 months

### Space Race
- Cosmonaut removal due to mishandling sensitive materials
- NASA's Artemis mission prioritized to beat China to the Moon
- Discovery of ribose, glucose, and supernova "gum" dust in asteroid samples
- Blue Origin's advancements in moon vacuum technology
- China's exploration of disrupting satellite communications

### Important Links
- Read Online: https://link.mail.beehiiv.com/ss/c/u001.TsATA53bNMJMGYEI5sG6MHQasBLBVkwacsUVnTm-eHtLkZuGaBsjSjot_GMmNARmcszHZxpXx-tQxvjSs6croaT6A2IVHvq3UbtBUJP-GXxRHwZMMVwotdBGPITmBXPPRU2dhSbYNc9EW3cReQWg3XVrcUwzzTl14CvgsGUnLFm99TmOialn8xLnpEvr68UrFhNyK_CtPWkl5FvG2ud-xgKJ9kCUBzZUnJYpQO4HM1nReqwxHvG-_pwaSsG-HfqpcwySH2RQwxkSEmSonf8AQOr_Yo_FM0ZlRbJPclipnekVnBKQRUIWMBAcQvJ5CC2hKRYtl0zHYVVOK_4knbgKu7y1kajD97ZT6MKKPF1iYOyGTG2h1OpnsCLQ9QMnAt2EPMCtdF3YzZN_kZgGU2MeeZEK9yHMlgdaHfouP21FzFx3prJ2cdR0i8piPPM9SF9g6mPct1cjjNFzH-P0D-4JtMEBqaHK39cM83C8hr__tbgFK3hAHqOpKpZ9JtLohxx29oxJHBj3n0jJQ2nxuo4Q74Rr_SsK5oIzim0o0KQ4BL_w6ohLV_0-QOgANAmic_-fcDruN6SbYGvnyG_PBFAjbccP3F9HBHTZ73_dLzYypcZxNvzwiVSCRaWArZMMWy-CjqnpEqBP_LnlgiO-WEZrQW6Y-vbTxWg9o0KMJiheEfRQzRTz4sj9JleLHWJF11eqGvFXDpyxzrQjB49WWoPv1_wCCxpzBbC7G9Xzbkix2vrNxTHf0pJ0-kzhGJqwMExxrNvK5fmelOMnpqq2uj9t0JLVGSKYK0mgS7pgBIeLUIDm05094YhEawJRiCIs_05VY7O1jphsHX67i9NgLoVesc5kxLjiBkgOY4hRXk-KIUdsYdFHEtZ5UeT4IbVN0aTNTsvoWyZRsmC6-B_yB7VhOVC8-d6cAJzPwmpEilNKUDLLTQe9ZONHk8ro2773urvE/4m6/oCZzuKwFTr2WlRNtD9N3Qg/h0/h001.i6a8fWdAcBMjrdiBJ6Kixlq_Na1mT-WmK2MrKIfbmLw
- AdQuick: https://link.mail.beehiiv.com/ss/c/u001.oAw4p4t57byP3eThR94bw_u7-sRXXoKH7JrOkM8JCmKy4Zn_U29b9zCQqa0TAzlIWKulJpnAN6NX7RCo2caLXgjDm56aVdAdaokrewYzDVhINNhiexPzukyq3e-Oypa6gKYABp9GEp9w2gbbhNpdcJSIZDopcp7QialkntECDPLgss321pKD8ANSixfz22kAe3ygNIDNpCM0hZxW6MEDFie_HTMBvYbHHzP52z4xhP_JOMfYM-E2BPPJW8u2f8g-w5Nd57NNJ2V5LK7FKa2K_eFPE0O0ZwNNrFYPXV_NSUms7PLB0Mgk6SY7QD5nJXT3QsDdfR54CcnoG5eU9knUYGJ4hr0XoOoNp-ols7taJhYKZm64C6yZ1qLTMJDsHHRmElAurqk7J0NGQ4v1sKWzkg/4m6/oCZzuKwFTr2WlRNtD9N3Qg/h8/h001.erYtWEsBVZVGUqugp-LlaCs6lUB07sljyB4qDf03Zms
- www.AdQuick.com: https://link.mail.beehiiv.com/ss/c/u001.oAw4p4t57byP3eThR94bw_u7-sRXXoKH7JrOkM8JCmKy4Zn_U29b9zCQqa0TAzlIWKulJpnAN6NX7RCo2caLXgjDm56aVdAdaokrewYzDVhINNhiexPzukyq3e-Oypa6gKYABp9GEp9w2gbbhNpdcJSIZDopcp7QialkntECDPLgss321pKD8ANSixfz22kAe3ygNIDNpCM0hZxW6MEDFie_HTMBvYbHHzP52z4xhP_JOMfYM-E2BPPJW8u2f8g-w5Nd57NNJ2V5LK7FKa2K_eFPE0O0ZwNNrFYPXV_NSUms7PLB0Mgk6SY7QD5nJXT3QsDdfR54CcnoG5eU9knUYN2TA-0vJGzhOpF53D-GsyRibDBFRIwrpcagjMpnGHaFKffg-JbESLzKD4FCOqZ8fg/4m6/oCZzuKwFTr2WlRNtD9N3Qg/h9/h001.qbs-O6xJ_rg00C2S2CD1gcUFFP3vNmbvM0_W74kt3Aw
- Market Stays Steady: https://link.mail.beehiiv.com/ss/c/u001.oAw4p4t57byP3eThR94bw-xi07pREFmOvMJBpUXI4rHtkac_7aJJo-KmjMMMqkVpP77-hpkHVxiI_cnrrzd5M47veNzPih4w4uZWAqurikZnVr1Wx6JWkQx0B1sbAVYpgXwHRbGvXlNMvl3t-zSWLkpgMiOU_b9a9MvjzlfcF-XetU3Js2CJQBOj5gG1zaeGX1UpfF4NYIj7HPAcsHx8wAtjll29MkNqNHv_8WzEBECEZbGrqHyOMOL2o6SB6dEWg7mTOlGD73Q7Ji69WNAGQ9KQNXE_HefHmLC0Jy5ms-XrA3z7lfyXM4CHKmJpK0VnNYceVeA7Or4OmBP5MOyPkZ9HJZLU2HLhsI6SFaD6PtPCsAull16DDNQEl0tYFkIK/4m6/oCZzuKwFTr2WlRNtD9N3Qg/h10/h001.s5PC4Vo4d40UNOyTuOQBsQnvA-SqWU03RA_pHqMSEjo
- low jobless claims: https://link.mail.beehiiv.com/ss/c/u001.oAw4p4t57byP3eThR94bwwGAm_QPITymsKIVwHMocmthiX6A_KVDqKlaf8KlVT7AZX1ov4nhJK2RhPctcRnJ57I7eVR39OTZ5QxeP_0Byox31jv7EPPNqIM7JX61Yw_5n4uFCpvWYN1hG9RVwLBt8Du5DO9zwdOVGnFhQvGWQPxj-eGgqRU1RZTvkiSuQ-QTdcOSL80j2l7F-epJ_1v8U_A-rRyZ0yBQFUNDN0vnIqOyUYkPFWTaCS4T1JzY-3NJZFZ1i0GnKnBXTq3MD06BFFLbZNSPVtkSP2COmQI4v4ckw7Wi_WdQ3zz9ek9l_JWobXtYCNRCtQ6ONwsOniR1YXvXzLw1TWikSI5rrSeo8LhLrmj3tAp_RhznfkB-sjqC6MaKtRi1NmEFRau1eA4xUQ/4m6/oCZzuKwFTr2WlRNtD9N3Qg/h11/h001.qrgWzJVQMB0IxzfvRCvmn39gc3vAUP-glFt4WNh4gOQ
- AI Regulation Showdown: https://link.mail.beehiiv.com/ss/c/u001.oAw4p4t57byP3eThR94bw1YjuwU8Eq7PIkPO0ZHxO3A6-PiB09iVY0M3tyfYBa91kYVZSfNCx8jgh46gjNjJ_Vj_ZIYEYhWmfhE6-nCHkrLkRsED1qzaesKtR0Hjk9QokvT_tQSlwqxMuKKHKoIDvLDDPSXdd0BFQqPcav2tNHkVr-6dCSEdNKPdj4fWXoS1wbjKlBXHQ8RKnpBbfFvVXty2NlwOAfxGgHU0waFPxqBRkzq-njE13hyt-nN4nq7_gyWMS0hqNTAfDYI5A0_UJo4x43T4DTZWsOjBYE_ejn7fOUZhYL43o97qVGT3yjjpJwJFZEDlfr_pHI1u9l02lGpgH-TTStqTCkVRdI_QCm9KoajYkcvr4627wV5cvnSc/4m6/oCZzuKwFTr2WlRNtD9N3Qg/h12/h001.ozZehgk0n5P45E2hXy6EhZpm1sr7QJ7C_Rv5lCtcu70
- Chipping In: https://link.mail.beehiiv.com/ss/c/u001.oAw4p4t57byP3eThR94bw1YjuwU8Eq7PIkPO0ZHxO3AxTuu5Y4GctJ_06lp5bHYD1Sj8jWPzYfn4AZN67Nnev5x7xyq5MCliAGZ_qqFleotbpDg6QUBWztT-KGnbyLhLZACtraQ5tnM-c-CnJ_P_aGHSpPXNV-N53NlNSAeIhVzmYMaHUuOvqn0QXIuiwLP2ZXezUwH-yuqs9oSC-dnWA-xZgfhXkhG5374MRfC0TQATVeQhRmnGfw7krmFJGxPgRryFajGToJAOovNk7o1W4VQBQZX8tSB6JwrwrdjdZ9VGTTxGLcslYivRRayUZeX3BaTvDwrbD5dX1XJa7E-_xhNzTD-FoolM6ukeU98Um6s/4m6/oCZzuKwFTr2WlRNtD9N3Qg/h13/h001.vSuFdh16RLGwLWXqUTOVEod4GGB1DJEm95TmEGTYtXk
- Age Gates Expand: https://link.mail.beehiiv.com/ss/c/u001.oAw4p4t57byP3eThR94bw1YjuwU8Eq7PIkPO0ZHxO3AUURck1GywkLEWNxZp87pd7stM4MO93G5RQyalSPYb_VsFuw88QN_KpXgtnQlxWSvni6OY7SSczy3jk6wSCqzjd_fuPNYfxHz4eibBeUGW054RsLQ3qB6ImtVNKgWRm-16_ucXuVdgy2IiRJgPX4_KiGV_tZUCTr3PL5aW3W3_504JxxO0z2pzF_w_HggM0ea-6WcWc-saobjTpuiPHlzjWnoK8PO-YmHV2VMiG7kkrtpXyw8V35zfaQYI8G3vbOkSQPTxEKdgWuA8jcI7MnQZQZnfqWOFSnXyOzAVITyYpOZ-76fb7uUprqgFfewYAPIdXPn8o8_g_kCIoXDCZqsv/4m6/oCZzuKwFTr2WlRNtD9N3Qg/h14/h001.DAaeYO0LSQwysCmCL3mmVmxRt9AT8Tt-Vdhtc2kMT7s
- Fuel Standard U-Turn: https://link.mail.beehiiv.com/ss/c/u001.oAw4p4t57byP3eThR94bw1YjuwU8Eq7PIkPO0ZHxO3A29iLmjHHf-kXY_eV-fFVtxwxeT3fh-p5UEdKZl-3v4L5hjZ9h_aszLxiaRWlbT1V3TPNppMBg6_77W-f_tbcBpgBGbCMT7vi_58wn3vLmo73WemHRSmbTaWt40OfKS4ZDKsUF_DKX2kqDXkE9T8gSqDh-0UNxGH9hLacdayAIBHT6pF60gNyFC3CUyb2lkpSl_aXWMw2OGT667d5STucmV6tZWFhLRxuTIaipd8u0e9FFWFo0rn5b_pnYdrg-S1FjeY4kWzRs08V4oRmrbylbPIljby61pSnMVbCHaszcE9g7_nLhArz-Tz34ekwZdCpVoOTIuxAbETHO3NX-ufzH/4m6/oCZzuKwFTr2WlRNtD9N3Qg/h15/h001.fI5HIwnHV37qHEGrV522817xuDEwsmrVF7lO9Pj2ogc
- Visa Block Shock: https://link.mail.beehiiv.com/ss/c/u001.oAw4p4t57byP3eThR94bw1YjuwU8Eq7PIkPO0ZHxO3BPvBt-PliO1Q00Lvx3QtwpxUie9GLbQHuZr3WpbcSYmVpp5qC3OymgtASr0QzriLiwpOMn3x01CA5V8PO80r3E0RffHJetRh6ZevSsKBRsyWlgO-BBUqQEE2-SiL7uZamnr092Bs89ApCAjkfhwqltF5pfqxXarfJiXioo1N9zNpDuGAQSAU_uaZvYmYCHKWcsBUsHwmjwbFVJ_Z5VGsw3ydy8th1ji5n9WJ5McAPa48KS-WLjyOXt5Z9KobgDCC9BSoq7jjNctRGQH8Fm8AdihW87UTYV16FqQJeVOxgn0SGS082YyAt7YfqOfMmAsFFE7PhjBMdlE91xZkdifQeL/4m6/oCZzuKwFTr2WlRNtD9N3Qg/h16/h001.7_bw68_SwyFdi-ks1QQCU14ftmf_fMYiVDwLYp75ejk

The 90-Day AI Adoption Playbook from You.com

    TLDR  

Warner Bros. Discovery is moving forward with exclusive deal talks with Netflix. Netflix offered WBD $30 a share for the studio and streaming assets ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ 

  

[Sign Up](https://tracking.tldrnewsletter.com/CL0/https:%2F%2Ftldr.tech%2Fsignup%3Futm_source=tldr/1/0100019aee5ad300-e50bb47e-4b72-4bf3-b0fc-869bf3806c64-000000/89XyKDd-OB6xn9aixItu1h0GLIv1ip4FtwC0U-PBdMs=434) |[Advertise](https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fadvertise.tldr.tech%2F%3Futm_source=tldr%26utm_medium=newsletter%26utm_campaign=advertisetopnav/1/0100019aee5ad300-e50bb47e-4b72-4bf3-b0fc-869bf3806c64-000000/RAgfpPOHyGYgd6EdbvCSiNUtgNdxKTKq6NnBRDE6MN0=434)|[View Online](https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fa.tldrnewsletter.com%2Fweb-version%3Fep=1%26lc=d3324c64-5f8e-11f0-b1c3-7f12249efa1c%26p=708d5ad8-d1b0-11f0-87c2-195d9397cfc7%26pt=campaign%26t=1764935520%26s=d37d91d7dc698da21be1

Netflix wins Warner Bros 🎬, Meta cuts Metaverse 🌎, SoftBank industrial cities 🏙️

## TLDR Newsletter

### Key Highlights
- Netflix is in exclusive deal talks with Warner Bros. Discovery, offering $30 a share for the studio and streaming assets.
- Meta is planning deep cuts for its metaverse efforts, with potential budget cuts of up to 30% next year.
- SoftBank Group is planning to build high-tech factories in the US, with a focus on producing components for artificial-intelligence infrastructure.
- A fentanyl vaccine is set to undergo its first major test, with the potential to neutralize the drug in the bloodstream and prevent overdose.

### Detailed Points
- Contentful is launching a virtual countdown for marketers, with 12 marketing need-to-knows for 2026, including a new door that will unlock every Monday, Wednesday, and Friday from December 1st to December 26th.
- Netflix's potential acquisition of Warner Bros. Discovery's assets could dramatically reshape the entertainment landscape and give Netflix more power over Hollywood.
- Meta's metaverse project has been scaled back, with executives considering budget cuts and potential layoffs.
- SoftBank Group's high-tech factories will be built on federal lands using funds pledged by the Japanese government as part of a recent trade deal.
- The fentanyl vaccine is designed to be given to people before they use the drug, and could potentially prevent overdose and euphoric highs.
- Apple has announced the winners of the 2025 App Store Awards, with Tiimo winning iPhone app of the year, Detail winning iPad app of the year, and Essayist winning Mac app of the year.
- Tesla CEO Elon Musk has announced a major update for Full-Self Driving, including the ability to text and drive.
- The RAM shortage is causing prices to skyrocket, with AI datacenter buildouts driving demand.
- OpenTelemetry for Dummies is a new guide that provides practical, step-by-step instructions for instrumenting real-world apps.

### Important Links
- **12 marketing need-to-knows**: https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.contentful.com%2F12-ways-to-feel-more-contentful%2F%3Futm_source=tldr%26utm_medium=newsletter%26utm_campaign=fy26-q4-global-feeling-so-contentful/3/0100019aee5ad300-e50bb47e-4b72-4bf3-b0fc-869bf3806c64-000000/zHJHf4plf1cW1oL06FkmpJtK9GtJeamS-BS6_Nz-W0M=434
- **The 90-Day AI Adoption Playbook from You.com**: https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fabout.you.com%2F90-day-ai-playbook%3Futm_campaign=29503087-TLDR%2520tech%2520Q4%26utm_source=external-newsletter%26utm_medium=email%26utm_term=tldrtech_secondary_125%26utm_content=tldrtech_secondary_125/2/0100019aee5ad300-e50bb47e-4b72-4bf3-b0fc-869bf3806c64-000000/1vdKR0am_-Ypg-UhHddwl-8RT0Xpxd5NhwTn6lsC23s=434
- **Download the guide**: https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fabout.you.com%2F90-day-ai-playbook%3Futm_campaign=29503087-TLDR%2520tech%2520Q4%26utm_source=external-newsletter%26utm_medium=email%26utm_term=tldrtech_secondary_125%26utm_content=tldrtech_secondary_125/3/0100019aee5ad300-e50bb47e-4b72-4bf3-b0fc-869bf3806c64-000000/3RxSTyZxP4F1Z0fCsDRzEiSSARBLxtUJSADEks8lwS8=434
- **Get your free copy of OpenTelemetry for Dummies**: https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.dash0.com%2Flp%2Fopentelemetry-for-dummies%3Futm_campaign=248873193-tldr%2520Newsletter%2520-%2520quick%2520links%2520dec%25205th%26utm_source=TLDR%26utm_medium=Newsletter%26utm_content=Otel%2520ebook%2520quicklinksDec5/2/0100019aee5ad300-e50bb47e-4b72-4bf3-b0fc-869bf3806c64-000000/N-6BiUJVxUoMgiL2qIq6FKov1BIHk8hs2lP63S9bLjU=434
- **Referral link**: https://tracking.tldrnewsletter.com/CL0/https:%2F%2Frefer.tldr.tech%2F79f2b802%2F/1/0100019aee5ad300-e50bb47e-4b72-4bf3-b0fc-869bf3806c64-000000/ekKw5jkoxmG_orI9hp-uEazKwKaMk6HGGBi_2bYJAcI=434

ai that beats all human applicants

i was shocked seeing it in action to be honest  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌

December 05, 2025   |   [Read Online](https://link.mail.beehiiv.com/ss/c/u001.4ueL_YUEsdrSVHDVguSs1xXJzSab5sYBUNZZ1JjwQ65EHpZsFZkFpq7Fg0JB_XqZuZOMcmZIsRRLfP5fyfxamyyI1n3H3lOSuvbekXeDqu9cPj7OF4s9JiuR91oS1-7ZEGYfqQlpDa_2H3-lHWGYFDTjDcwRbob5y4CCm30y8yLapk3ZFXE-3Z9qucXuzs2cgvAaTYMjHRSq9Izj0jGuvQUFBBZ6wWSKKcUA2f4KnMS7WYu6zKINtZljKcxah75Qi-9xm0Qlj6WZ3mlI0k15UYl99GWjrPfTs6ArUBTFUo1IoB5ygXYfn-D9RgUk7wAUY-GiFDdQCPbWqbxw-vfTDP7OG-HDJts94ecpfbcCF7vbTywmHZBJ0Ox5mO6HXiwdC4WImLtg8Eb6xVZow66g3vQTVeRSpgry5zpz5aAhrhy77ZgsKQmNK

ai that beats all human applicants

Amazon’s Trainium Chips Gain Big Traction

Anthropic Debuts Large-Scale AI Interview Tool

🧑‍🚀 AWS Factories + Trainium vs NVIDIA

Live Show: Happening today at 10 AM PT  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌

December 5th, 2025   |   [Read Online](https://link.mail.beehiiv.com/ss/c/u001.jmKqyu9gXg-JCOrtn4uDQJttr8BkVBFSofeATF-sPNLZFmm_srAYe6kA4XJCx46swrbOBxVhmIr07rUKssSXc3-8xnldkdJnw00ZNzEJXde5rJ6sWj_GiELBv1WCKfPgn5gtocWC9y1j6TxS7oDpA5G4hgCHbeg_Y6eFGAjtm1iqHhYqFqap3v1mc670JpqR2nCUkI-He2USSoHknNVP6B9PcYC4T_j6qwKlzp5FYOPPzLX-Km8DvyA6jsMv_oKea4GmcOGDF_g5sr2DTs-xbWMqGTGVkOYcPf6rwKcb1TMKMUdTsite9oSNGBR5jxwfYk85QwQ4vXGTb9dseMXZdAtBIUMqIYr0ESmSh1E_JTcAdXoYtEFVoy3T4WM2tK2K84XG7zIcT-4iMMxVHAtBSeh5VG2yMgVbOHzFUbS6dXVz8tM8SQRTs3

🧑‍🚀 AWS Factories + Trainium vs NVIDIA

## Forward Future Newsletter

### Key Highlights
- Amazon's Trainium chips are gaining traction, with the company reporting multibillion-dollar revenue and over 100,000 customers, including Anthropic, which uses over 500,000 Trainium2 chips.
- The EU has opened an antitrust investigation into Meta over its decision to ban third-party AI chatbots from its WhatsApp Business API.
- Chicago Tribune is suing Perplexity AI for allegedly scraping and reproducing its news content without permission.
- Anthropic has debuted a large-scale AI interview tool, which ran 1,250 automated interviews to study how professionals use and feel about AI.

### Detailed Points
- Amazon's Trainium2 AI chip business is generating significant revenue, with the company reporting over $1 billion in sales and a customer base of over 100,000, including major companies like Anthropic, which uses over 500,000 Trainium2 chips for its Project Rainier.
- The EU's antitrust investigation into Meta is focused on the company's decision to ban third-party AI chatbots from its WhatsApp Business API, with regulators concerned that the move could shut out competitors and limit innovation.
- Chicago Tribune's lawsuit against Perplexity AI alleges that the company scraped and reproduced its news content without permission, using it to train its AI models and potentially causing harm to the Tribune's business.
- Anthropic's large-scale AI interview tool is designed to study how professionals use and feel about AI, with the company running 1,250 automated interviews to gather data and insights.
- AWS has launched "AI Factories," a new offering that installs dedicated AI infrastructure directly inside customers' existing data centers, allowing for low-latency access to compute, storage, and foundation models while meeting strict data-sovereignty and regulatory requirements.
- Microsoft has cut its AI sales targets in half, citing slower-than-expected adoption of its AI-powered tools and services.
- A global chip crunch is causing shortages and price increases, with memory supply chains being particularly affected.
- Nivida's dominance in the AI chip market is being challenged by Amazon's Trainium chips, which offer a price-performance advantage.
- Anthropic and Snowflake have partnered on a $200 million AI deal, which will bring Anthropic's Claude models to Snowflake's platform.

### Important Links
- **Amazon’s Trainium Chips Gain Big Traction**: https://link.mail.beehiiv.com/ss/c/u001.KgoWwX0OhphnYTLatyBDCrUt5tX3UbW5gapJzkpAqiNYZnPXbe-MEErTx17EOUuLqjnQJoq6B5yDBPGtL7ZJZ67FX0yUq0TBqTc9jd-w49bQ909hjIIuPSa8TLnNPSgrhiCiAO9bz6jQSy-R3wolTr2Jl4L4Z74ugwr7_CCV-A0P5ldrbY_351OToj4IieJD4qvRPfofS550r7VnXOjn9mJ0wpI7WLi4gJn3lhDQ7xKk8u8T0D8qjgBXIatOJgN_GUFlfpqv_6X8ESfd9waWrZX01ngrtUc_YqpJA942XuHB8_c7AdRfexK8dMP7GIUWdV-MPooImoNk9hXE1k_d7o_cA6MNTDQs-tvfYMWuEkZwsm-TvJK1ispvwzYtOFscLMq4gMOcAkxuGH57XYL2PQ/4m6/5diEgjzcRDGmmIGmKo4iog/h8/h001.j74AfqfshoE-1ktMOB7NsUF-VizU19m3ESKVtSnq_eo
- **EU Probes Meta Over WhatsApp AI Ban**: https://link.mail.beehiiv.com/ss/c/u001.KgoWwX0OhphnYTLatyBDCrUt5tX3UbW5gapJzkpAqiMmfd5-jOSkLtXVmT774jOn1n7v9edlrPaHHL2wJ-6nhCZa_LswLitsZlRi8d3hURFu1z9oSfg02TIzLmufRTRTcwKM-oDGKx2GUN-JQL0XF5zVvGJ4FLsR-geVtAITvtUjpqkRMgs8Av0ibGI_breDR8rSqmJMk52UKTK8pdU4Y-9aqOYmDJuiHRm6g2tjMwqxPQoJL2XkUSAMBLpTv44M92BjIRao5_o9X1NIaoPBf6J4khcIjQuMfvPpu5SeWldJnTzNtIQDhiIJImpQmWB71OXXMK12z5elzXuGIuMT_rWB_9Te05WXhPis7cc0iYP2AERCZLlDUup-mBvlpa6V/4m6/5diEgjzcRDGmmIGmKo4iog/h9/h001.HwnJfP_NPTFiqIH6qTeP_1iyrtfIM1VH748aMn0p7ys
- **Chicago Tribune Sues Perplexity**: https://link.mail.beehiiv.com/ss/c/u001.KgoWwX0OhphnYTLatyBDCrUt5tX3UbW5gapJzkpAqiNOexyb4qfnK0AckiuUzD6U-JCPcgeB1PBXDFZVoJn8dWdQF4_BgrnclzK4Bx-PYfJVSdf6V-JygrNWz5R0xS1ywpd8RaSVvDRz43gjDUZlePgkcNNO-E4VVNJes-CT77TwQRpG_MGwlG4UeHL0ib1ap1412yxQ3N-KqSpYX3-ru9iKk5R_wbby4th5tkgQ7vL5ZbzeDD9QcvILhqJBqE9-LB3tOQVZiClxJTV48BJPqgwebBjw1SVi6sPtILUMCm93xKMPCT8rdxc2WtmRX1Vm/4m6/5diEgjzcRDGmmIGmKo4iog/h10/h001.IEwqmSZJLdvLi7uljwZEkLct_Q9rNMBqeYp-Zr8WrNk
- **Anthropic Debuts Large-Scale AI Interview Tool**: https://link.mail.beehiiv.com/ss/c/u001.jmKqyu9gXg-JCOrtn4uDQNrKnqXwIJ9Moety76J4gAdq4rNs0aSz4GPP1QgCW6jEJxexnBMRpZgfcbIeHCQg2g8ufsQSBeLWg9Yr2bSehyGcSGUlMvHpUY3LmlNbcJbtvZUgne4e2g38lPk60zV2OU2GEG3ec2-qKCoEiadVrZH15ZG42qfiX8_T3P5r2lBR3oQh8l1rXMF3fUWJ0wEx98uLCJh6-y5ZyX79iNXS04Y2127cZHDGwU2ientzP8AHUhO-4VX1oWrlI_sj_gotSDPr3cIplEYwDHiK4SYXDAI/4m6/5diEgjzcRDGmmIGmKo4iog/h11/h001.dQwscoPKi1NVTLCUfWQY9pee15HCZa1mOVZ-IOcjaqw
- **AWS Launches On-Prem AI Factories**: https://link.mail.beehiiv.com/ss/c/u001.jmKqyu9gXg-JCOrtn4uDQIv8CRjC0cyN4PL-aRJMAlKLTqPpnAlddaDFP29a1G2luiUJDVycWelyv18fGgzpyYbBsQVJVtw8St69Tb-ixuwzT9By-wEjabGZIvugpHN16q3mGITMJpRboff4j-Wv9enAqgJp0Hh0T3T-Neq5sw4NL2-mZac0D3maIGE32IyT_hywbEbvaW6GO5XodrBpYj-h2yxz5AzwOCvAG7W0uQxRGvfxcIGqkDEGsylCq1n8j69g1VWtcCxYewhuOLRUQS9o2QX3bhGCjc8CbeTRc_6cofm6gb9sKpr-XIDGrtA-cwwTv0TKxChlBA0gcNiRPg/4m6/5diEgjzcRDGmmIGmKo4iog/h18/h001.uNKUP6A3xOJFjsStAlbYZiyEoTR5V9N1NhbxNQ_5rNk
- **Microsoft Halves AI Sales Targets**: https://link.mail.beehiiv.com/ss/c/u001.5PNr85l0tYX175cmTs-1YBm5iMDaZpV0qetXiweLaIKc-KtDRxTHoFt98qGhoOiXlWsASAloI4MKS71F099s1LGfEEQuYFlv7_2z_4waOdQHd4epQqByiz7gvdtkmUZHOy9D44k9ebK_MaMYGC2OHxN_6jZdqsj5VgKywmg4R7vaZn4RqcWLI1R1SliAGiwOrwA04OgOuyVkVkjlOeo0VeIGAhY2L-xdDZRe7GQJQvxju_ayiYJ0hym2x-KfJiFfikHG7-_h0f3Qcaxq-TiGFN3DybHP83VXPtdth-SGmtBkWII-UDxgHAVOqnS9GHTIONGyI4Ngw_oJ9P9gX7jQqCUO3CzbsW8MS4TdXrPu4gCV-F9PtZgtqPuQbiEXxAoq/4m6/5diEgjzcRDGmmIGmKo4iog/h19/h001.LRbIZ0L_Zu4bZeARURB5b661eMXn1v3YAN3Jii5ihVE
- **Anthropic, Snowflake Seal $200M AI Deal**: https://link.mail.beehiiv.com/ss/c/u001.Mhv7jA7-I6po9Z3yarlsuGX5d6-EHZixahYhUpolKdSqVn3ztGtecqZ71Qe3c5BU2ByYOCk1776SbJUnuYJypW92iPYx68Lk6uy2OWfVxXpFgYEdumNUDTKo9w4jEEQD5nM4CzKDKgSWTOO0eY2rTzB9fr0FW9YDva80UQSgK5U8VwApnIbAlLLXZTmJy9s-StQ4ihITfiLdWDY-3ocPByxY5EpzgFjExn5GCj1Mcr53WwwGH2c6FlYInBn5Hh-np43SOKi5WdDnlBAMyg7hvzGfqGmkIsyCf_x3a56_k4guDerPfo2_ZSVG3WwgdLf59efIjoXXU9pEwETr-KctmQ/4m6/5diEgjzcRDGmmIGmKo4iog/h21/h001.pGLakMpTyKloh6503OI6MSbrYqMRRgoNQUQ1W1iYmYo
- **Sema4**: https://link.mail.beehiiv.com/ss/c/u001.KgoWwX0OhphnYTLatyBDCvma3-nfxTrTcjBLsyRn0TTB75AGR6Slmh0TBwhmc8hL73jERIx9XZJIAfnqwvo7UtENbpq7lkoNskLB02uK_hoH31YGYin07r0c9NBfps_casdDRuS9BQPZ-6PQY5akD53GccIpWTgC0eGKGYzsoClDxmShq66odZ6DcnvI6igAKQGFgLTdqBPM6WzuH3swk7y8sR5GGcLS3_IuTWRpAu96DtslGTfknqUJVXgiDBF9cTtyvfRSvWLbGmnW9m1euJkQ22Bkj6rWLIrm60IUWAY/4m6/5diEgjzcRDGmmIGmKo4iog/h23/h001.n_p62Qj-iU6lsiIufAW3qRVx8lzF1NhKyJIgDA3gYyE
- **Integry**: https://link.mail.beehiiv.com/ss/c/u001.KgoWwX0OhphnYTLatyBDCvma3-nfxTrTcjBLsyRn0TRy_O6n2jKpHdc-QghnWSwXzeJrAAcV_iwMbka566OWdWgwSGVLr0Z5oImfuQ3f106tR0mWT6K1xXb7dbS4EiJD8Myl77edM1WDwPfXYFBCCAiUu_bJ2Wr2rvnw1UggSLPIrbXbSb72pynqmoEadcjS8AodNjgmvxuoHCbjTZbT84AxTioYRLOByS-bUnh8176i9uQDzKFPfsPEz2B7_V5cSDD4njPQ95mkV0rbR6PKsOZ_jyauGq1tFVDwJ9krqEw/4m6/5diEgjzcRDGmmIGmKo4iog/h24/h001.3DCeVHXZiJuVVU16Gd6T8_scmYhXiwwIvKFeMcyk3fI
- **Fireflies**: https://link.mail.beehiiv.com/ss/c/u001.KgoWwX0OhphnYTLatyBDCvma3-nfxTrTcjBLsyRn0TTnCGslgBDzRTaGMWamriv0oN4dUsE9ZlKd0N2bRG_thkO_jXg3n6sijCIoxQOkADTVAcSwtlCWF3kF7evDhx6U8FB_B6e83_Z_jmAPAq7oqCvKCn8BnDodk1tTJYjP-nP6QrYnZnfI_i-Ncd39wyM6OhXrZHD-26ACeNZWz0swDSOAQDz1LUANZHjeewZZAc26FRt04g75Cmwl6PV78meMcvWi_qu5yKK_g3cLoLGNZg3Z10_PkpQYdEDWv62dCl4/4m6/5diEgjzcRDGmmIGmKo4iog/h25/h001.NhpUZONnBQyKW8F3n0ubkZfbPvgSkJmfszgn7YICF5A
- **AWS just made some MASSIVE Announcements**: https://link.mail.beehiiv.com/ss/c/u001.jmKqyu9gXg-JCOrtn4uDQOZYxAOwOk9DSv9PPZpcPkb37kymjmkWvyptt90dv51MAm4qdY7ADe4nZTnm8rvAgInO6aaZLowvzqcCj6-IjqbPlshUWHKI89m-c2i3nAHLVyVKv-vNOoAz2bG3IfVyE5M5Q_2yjxsY0pPwZadsxzBc1rxApATlHuGrPxH9dfflqik8Ma0uGmxewAwVGUBXSwhWcba1BxiBuX4ylLI9wDgdHxSwmWE5oQofUePfEfUGgdwy6CIeBahGHqcsyjeHaM5y-WsEketrzn5APANWXdg/4m6/5diEgjzcRDGmmIGmKo4iog/h13/h001.bJVt2qhUVJ749uuA4GbfiWYR-UH59EuMHzLWLIjbMLQ
- **AWS Launches On-Prem AI Factories**: https://link.mail.beehiiv.com/ss/c/u001.jmKqyu9gXg-JCOrtn4uDQIv8CRjC0cyN4PL-aRJMAlKLTqPpnAlddaDFP29a1G2luiUJDVycWelyv18fGgzpyYbBsQVJVtw8St69Tb-ixuwzT9By-wEjabGZIvugpHN16q3mGITMJpRboff4j-Wv9enAqgJp0Hh0T3T-Neq5sw4NL2-mZac0D3maIGE32IyT_hywbEbvaW6GO5XodrBpYj-h2yxz5AzwOCvAG7W0uQxRGvfxcIGqkDEGsylCq1n8j69g1VWtcCxYewhuOLRUQS9o2QX3bhGCjc8CbeTRc_6cofm6gb9sKpr-XIDGrtA-cwwTv0TKxChlBA0gcNiRPg/4m6/5diEgjzcRDGmmIGmKo4iog/h18/h001.uNKUP6A3xOJFjsStAlbYZiyEoTR5V9N1NhbxNQ_5rNk
- **Meta Weighs Major Metaverse Cuts As Investors Push for AI-Focused Spending**: https://link.mail.beehiiv.com/ss/c/u001.Mhv7jA7-I6po9Z3yarlsuGX5d6-EHZixahYhUpolKdTW3rd2fdyezPYcmVB_wR8CkHF4NMRws0keViyLXMyHHZEIpf9wVsCYku260tu6AlDpeVzw6mrHG97g8viuPzOXlEyql4hxevuKVtWi4MFPNn67aClGhdO1Y-7DAV1Ba18ZJDe1I1zHRl2sqnFKgTodqjLsxgv59ekXmmfYOSUvQTxCX-_Nf8OmIKHWgLF5shr7wTcaPCzceQ1cx7XoykBYjJTLvQLrPyrHoyPhKediIm5Lyo1EHZVAznfIp0u-c_jJUt_mc6KO8pc212aa_CTxGF1KxkVFX5wPr12o-Ln9kQ/4m6/5diEgjzcRDGmmIGmKo4iog/h16/h001.ybe_JqliFo4tDulwWBN-1kFKZFQSjYP2F8pm--oggJ4
- **AI Datacenter Boom Transforms Nevada Desert Into High-Stakes Infrastructure Hub**: https://link.mail.beehiiv.com/ss/c/u001.jmKqyu9gXg-JCOrtn4uDQIv8CRjC0cyN4PL-aRJMAlKLTqPpnAlddaDFP29a1G2luiUJDVycWelyv18fGgzpyYbBsQVJVtw8St69Tb-ixuwzT9By-wEjabGZIvugpHN16q3mGITMJpRboff4j-Wv9enAqgJp0Hh0T3T-Neq5sw4NL2-mZac0D3maIGE32IyT_hywbEbvaW6GO5XodrBpYj-h2yxz5AzwOCvAG7W0uQxRGvfxcIGqkDEGsylCq1n8j69g1VWtcCxYewhuOLRUQS9o2QX3bhGCjc8CbeTRc_6cofm6gb9sKpr-XIDGrtA-cwwTv0TKxChlBA0gcNiRPg/4m6/5diEgjzcRDGmmIGmKo4iog/h17/h001.v9dVPSCL_MMdUDnhs7U6XA0_J6ZVtlzQjY-5j0OMUT8
- **What Else is Happening**: 
  - **Microsoft Halves AI Sales Targets**: https://link.mail.beehiiv.com/ss/c/u001.5PNr85l0tYX175cmTs-1YBm5iMDaZpV0qetXiweLaIKc-KtDRxTHoFt98qGhoOiXlWsASAloI4MKS71F099s1LGfEEQuYFlv7_2z_4waOdQHd4epQqByiz7gvdtkmUZHOy9D44k9ebK_MaMYGC2OHxN_6jZdqsj5VgKywmg4R7vaZn4RqcWLI1R1SliAGiwOrwA04OgOuyVkVkjlOeo0VeIGAhY2L-xdDZRe7GQJQvxju_ayiYJ0hym2x-KfJiFfikHG7-_h0f3Qcaxq-TiGFN3DybHP83VXPtdth-SGmtBkWII-UDxgHAVOqnS9GHTIONGyI4Ngw_oJ9P9gX7jQqCUO3CzbsW8MS4TdXrPu4gCV-F9PtZgtqPuQbiEXxAoq/4m6/5diEgjzcRDGmmIGmKo4iog/h19/h001.LRbIZ0L_Zu4bZeARURB5b661eMXn1v3YAN3Jii5ihVE
  - **AI Surge Drains Memory Supply**: https://link.mail.beehiiv.com/ss/c/u001.jmKqyu9gXg-JCOrtn4uDQAkwPRG3tkwt4uohHzSe1Ubxg4RglbJHTHpvoFlaFAzzfn0YhIQI63TWR3G8V3GvBx_aDQ_Mm_nry44GkrH6O673WPTxTrPuXAMpQa2ejlcPxwoLxhwAGIz4Smc51socZVY6ufNjOU5mAd06WBdJN9hnk-ZCqWY92MvYbsbpY72AsjRJieKZmc6dMnEMt0FiL-GOPAGs1S-4kIk3d5L-Tg79HUTaKOrAdcgkXCwEOn4OfgMOL2wsYJMhSeDgD0-Oz3wnY4RR979mjvhiL1A8FXUiqCYTGGDW283DpYbu8UToTcdv7EmYa6A5PPOOiRioRY81rjG0SYvigWP641Q6EpA/4m6/5diEgjzcRDGmmIGmKo4iog/h20/h001.d2mUYf4vh17kioIXQswVtPDwmfdg2ymIBkWp-CBKMgI
  - **Anthropic, Snowflake Seal $200M AI Deal**: https://link.mail.beehiiv.com/ss/c/u001.Mhv7jA7-I6po9Z3yarlsuGX5d6-EHZixahYhUpolKdSqVn3ztGtecqZ71Qe3c5BU2ByYOCk1776SbJUnuYJypW92iPYx68Lk6uy2OWfVxXpFgYEdumNUDTKo9w4jEEQD5nM4CzKDKgSWTOO0eY2rTzB9fr0FW9YDva80UQSgK5U8VwApnIbAlLLXZTmJy9s-StQ4ihITfiLdWDY-3ocPByxY5EpzgFjExn5GCj1Mcr53WwwGH2c6FlYInBn5Hh-np43SOKi5WdDnlBAMyg7hvzGfqGmkIsyCf_x3a56_k4guDerPfo2_ZSVG3WwgdLf59efIjoXXU9pEwETr-KctmQ/4m6/5diEgjzcRDGmmIGmKo4iog/h21/h001.pGLakMpTyKloh6503OI6MSbrYqMRRgoNQUQ1W1iYmYo
  - **Hinton Warns of AI-Driven Job Loss**: https://link.mail.beehiiv.com/ss/c/u001.Mhv7jA7-I6po9Z3yarlsuHaoXFxIxy6uk442sMu_0VFat30FjI3jvFZSJjQ1hklRbhubgIGQR7H226nLhSdbAhB7MNS8wRJ31AwXPH09gB-nxN1Z6EI7RidoihhXZP7uy_c3c4TepqBhK83ve411U5BXmo_EMGLxXjsDIcgfH1OF2qUEnnC9qjG9drzSTwOK-sZDAOcUdmnev7_ItNS6YjIG8fFL9TjzVyVMftI6o9Uh_1xukBeVaYwezlTsWJVkMv45Xd6zbFjoHTkMwc4f-MTZsO0Ngva3GwegUf94z74nPE0EBcTYYhFadXwsEkwHyFzLR61yQktfLhVv3IUnhzsycyN2O9iF7SJGlO5_7M8AHmrRlwYnqcAU9WRm0EPiQw_re44cuomFz_JCAgTdbgmtp8FokQAMvPU2mAMlUg6k-TOPIf6jX5XVgnzc-9tww_eAiw1uGDZSShJpb_pYTvU0_NE2hcKQrLYrQP3zAgUCdr32Ad4jUhJ4oGKCqOmh/4m6/5diEgjzcRDGmmIGmKo4iog/h22/h001.FgOtGm3y_PdR5b8gH3qchjNanrZIkp8VZYbFus4wpLw

1. Meta plans to slash Metaverse budget by 30%

3. Bloom generates on-brand assets by scanning your website:

Serious companies don’t run on consumer AI

⏪ Metaverse reverse

ALSO: How to identify AI generated images with Gemini  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌

December 05, 2025   |   [Read Online](https://link.mail.beehiiv.com/ss/c/u001.QR8PDET7GVRZS9oWC_jpgH-qigySh3hAoVuoVNaPnGU7Tg5F52cq9W9JvdlkntVThWZCak5Dw9Izpe5t0KJWh69pPsFK4FIHqyLTX3R3XddyUWFLF4QPVAiIU4zQsCLV8jPs4eQAMFarrvJViaFxYD8NTAlETEqEcdORewklFsrUHUkIDZDD10d9GuaNBAv0iOia5pAbUBQ6V2ACJTtnlDPPz1NqyT5FM1Syb_N48X30ew0erQIQSd8nH3sLB__TrpvWTW5XvDxtokGjWCZhShmVOMIrYyPiqJcPVPu-JSaUugrNUjjZswc5A2jTpFDbmCb8yHUOcWhMre7N2Gc-gN5K8HREc73fBwq5QSfnM1HE0DlMsIjoLOaGdBHU-0UB53gfot6yclozlEJ2Nxryojbg5g77UoPKHh5ujPpVODS-6ukuTpRkDU7uh8KlB

⏪ Metaverse reverse

## Superhuman Newsletter

### Key Highlights
- Meta plans to slash its Metaverse budget by 30% after losing approximately $70 billion since 2021.
- Google launched Gemini 3 Deep Think, a reasoning mode that explores multiple hypotheses to solve complex math, science, and logic problems.
- Bloom is a new AI-powered content creation platform that scans your website and creates brand assets in seconds.

### Detailed Points
- Meta's Metaverse initiative has seen significant losses, leading to a planned 30% budget cut. This shift might redirect spending towards AI-centric projects, indicating a strategic change in the company's focus.
- Google's Gemini 3 Deep Think is designed to tackle complex problems by exploring multiple hypotheses simultaneously, making it a powerful tool for tasks that require advanced reasoning and problem-solving skills.
- Bloom generates on-brand assets by scanning a website, extracting styles, and creating graphics, social media content, or marketing materials in seconds, providing a quick and efficient solution for content creation.
- The newsletter also discusses the importance of understanding which models to use for specific tasks, as different models have unique specialties. For example, Gemini Pro 3, Grok 4.1 Thinking, and Claude Sonnet 4.5 are considered top wordsmiths, while Claude Opus 4.5 excels in coding.
- A guide from You.com breaks down the evolution of agent management, highlighting five stages for building a successful AI agent, emphasizing the need to move beyond just using prompts.
- The newsletter highlights several trending social media posts, including the use of AI-generated images, AI-advertorials, and innovative applications of AI in various fields.

### Important Links
- **Read Online**: https://link.mail.beehiiv.com/ss/c/u001.QR8PDET7GVRZS9oWC_jpgH-qigySh3hAoVuoVNaPnGU7Tg5F52cq9W9JvdlkntVThWZCak5Dw9Izpe5t0KJWh69pPsFK4FIHqyLTX3R3XddyUWFLF4QPVAiIU4zQsCLV8jPs4eQAMFarrvJViaFxYD8NTAlETEqEcdORewklFsrUHUkIDZDD10d9GuaNBAv0iOia5pAbUBQ6V2ACJTtnlDPPz1NqyT5FM1Syb_N48X30ew0erQIQSd8nH3sLB__TrpvWTW5XvDxtokGjWCZhShmVOMIrYyPiqJcPVPu-JSaUugrNUjjZswc5A2jTpFDbmCb8yHUOcWhMre7N2Gc-gN5K8HREc73fBwq5QSfnM1HE0DlMsIjoLOaGdBHU-0UB53gfot6yclozlEJ2Nxryojbg5g77UoPKHh5ujPpVODS-6ukuTpRkDU7uh8KlBXJOSjc8xKK3jbbdSj56Xb9oNFWJHKsomBLagXwRuHGlDaZZ10sGA9IIuE4sKfy230GI5f9cPNgUtGjZEbhMP9g5Y6IIzU8mHF7P0MmneGL_P26ZgOVkWrPb5DatU_Mf9yMI7YsCbSxBsQ1aX8eW95OObPqdB8NCnIwRM5-FzKGUqTAIYIQPUg3wRuJq856p7oeq2VNOd3ZzZx4Ngg7ik9dtt0xkB7UzpaF9IZgDhVE0V9949Gd2TN_Z0PwmDahE2xGSJpQnpRYP3PteOKbk_ULOevEN4p56R6nfdI2ckdZHJCIqfUqmXWhtFzbY7Ibux6xFnrGKQnPdjTQUBk1R2COttIvUVIqSloqr57CrH0QijFI/4m6/7PHL7VF_SHa5fZDkkkcH6A/h0/h001.zZxYVFF5AfGQS6I1Q9hmgaWeDClLjWfAVeoLj9BJUGI
- **Meta plans to slash Metaverse budget by 30%**: https://link.mail.beehiiv.com/ss/c/u001.QR8PDET7GVRZS9oWC_jpgMa6p0OjLQg2d-GKZo6vvIg9VedRDB3sVnIWc8i6RW9jBUtwjd4FjWUxrtAqY0sJaEqETnGhZ5tQanElTcZ_6fTmDlZZrQMwEukJavFeNWleT30URTVWMXFYp0N6stoAsQ60hXL7ylSC49Z6cgiRmkGplvm6458Fd2QsvTX3yeySDhWOUuqseqkIl43LVWjGx04iCS9kWFVoKupeupKvLCMLpCutBmECOJVle9gp-0SABi9_OFnllmv-qJm9wGefOA/4m6/7PHL7VF_SHa5fZDkkkcH6A/h3/h001.wgB1OVzeyIRGjBRSNP0YB0PtJwhZYs0x8DO_xmApk-k
- **Google launches Gemini 3 Deep Think**: https://link.mail.beehiiv.com/ss/c/u001.eAC7AlRM5Xq42mX9yhoVPuIVMvXJL5mFKHDTHoBlKka3q9Z75kq6azz_DNJhZyZA_pt356-ag-_c9RbXWW4FbpaIGffUS-b95bISS2TMTCsK-EvOa8Xxzvbb4-k6GZ-RkJjU5QhYN2Vr5APhqjmhn7aJcdknTj69yudidSsHiRmFqKQELp_aRbIFP38bz0hLOsyHYPU1_B7xjomFASH6BNre_UihGXYzks2Cw64cOPBrf2CwugGin9TvWWG6uWYg/4m6/7PHL7VF_SHa5fZDkkkcH6A/h5/h001.gOtJ0t_RzB2oBM6gMet_WsM78X08BZwxzXL1PfrU0AM
- **Bloom generates on-brand assets by scanning your website**: https://link.mail.beehiiv.com/ss/c/u001.LDkxbMa7NCxUGG7E2Yh3ANSUpNJePthjBeSITLEvgN02JHoDgmzFgUeJTsUxl91mXqei2prTNAbU7LHFFUXSGY1jtpyNu8aalBn3zwVJLkFUavLRgROgN7bcWb9g6W2LI00J_m1bOh64q6ZecOkDPq3bfHhD_Kqp3NDDmMvg2LJiIwsL0CnnsXqN_6HWzZrzTXiPNS08vm17RDkg-LSE4yb00v9gYuqJey7m8blkPq6zYejBsMGeuhRH1tHWLHei/4m6/7PHL7VF_SHa5fZDkkkcH6A/h7/h001.MdNistB7loDS9DnH2kRNo2rqqIU6TFkk0GO1ogyLkpw
- **Serious companies don’t run on consumer AI**: https://link.mail.beehiiv.com/ss/c/u001.ZjfK3To3aUCywjwu8AcLImVoeCmSahe3PaKsBIHIhdu2zCualQY6rWa87mwddmO5UvV7F8u7tY_ck7Z0zE1tIII04eimnucY8pjTNIR87go-WBJD4TKe5vNtKZuE-hhciQ-aWvUkBVvlKgiMw0CPGL4ZNaRnnZUPmbPEoi7WwG_QDtnSWpUSFeyZNtGIYwPeDB5Sayuvc-YE7PUdFjQXpknZi-N3L5qXRgGH_3SYofC2SZDUdUWI9V5SAOotGWbSmVcENITLzhQDeq9pl7_vbC4h_K32pVi2e-LIISZnegA/4m6/7PHL7VF_SHa5fZDkkkcH6A/h9/h001.HSxpeRz2aI-w1skYo52bvvH5Fb-hDakzgV7kaiwrvo8
- **company's knowledge flow**: https://link.mail.beehiiv.com/ss/c/u001.ZjfK3To3aUCywjwu8AcLImVoeCmSahe3PaKsBIHIhdu2zCualQY6rWa87mwddmO5UvV7F8u7tY_ck7Z0zE1tIII04eimnucY8pjTNIR87go-WBJD4TKe5vNtKZuE-hhciQ-aWvUkBVvlKgiMw0CPGL4ZNaRnnZUPmbPEoi7WwG_QDtnSWpUSFeyZNtGIYwPeDB5Sayuvc-YE7PUdFjQXpknZi-N3L5qXRgGH_3SYofCM7fozBvrerQlVBiavQ6eCKss2ivprzhmc44H1mFVi6WnWJnsCmdEtz7R8R72CVyg/4m6/7PHL7VF_SHa5fZDkkkcH6A/h11/h001.Kjrrdb2lUyJ32CQi6FRnq9O2Ns82i2_6BUa6i2brKHU

Generative AI as a Pillar for Predicting 2D and 3D Wildfire Spread: Beyond Physics-Based Models and Traditional Deep Learning   

When the Palisades and Eaton fires swept through LA in January, they took an entire region by surprise. They didn't just burn homes and displace communities, they exposed something about the state of our disaster-readiness and our ability (or inability) to project and predict when disasters might occur. We found that we’re terrible at it. Our wildfire prediction systems suck. Full stop.

![](https://journalclub.io/px/qVCzogztGtmWI8IlNnESzIPLPqbfKmqy9Jqrck6XNgmok32oKE)

Generative AI as a Pillar for Predicting 2D and 3D Wildfire Spread: Beyond Physics-Based Models and Traditional Deep Learning

JournalClub.io, December 5th 2025  
  

[![Thumbnail of today's episode.](https://cdn.filestackcontent.com/pRWACvJQgWiyLzzgTao5)](https://journalclub.io/episodes/generative-ai-as-a-pillar-for-predicting-2d-and-3d-wildfire-spread-beyond-physics-based-models-and-traditio

Generative AI as a Pillar for Predicting 2D and 3D Wildfire Spread: Beyond Physics-Based Models and Traditional Deep Learning

## JournalClub.io Newsletter

### Key Highlights
- Researchers from the University of New South Wales, led by Xu et al., have published a paper exploring the use of generative AI for predicting 2D and 3D wildfire spread, moving beyond traditional physics-based models and deep learning approaches.
- The paper discusses the limitations of current wildfire prediction systems, including physics-based models, empirical models, and deep learning approaches, and introduces generative AI as a potential solution.
- Generative models, such as VAEs, transformers, and GANs, can learn the underlying probability distributions of wildfire behavior and generate multiple plausible scenarios, quantifying uncertainty in a natural way.

### Detailed Points
- The current state of wildfire prediction systems is inadequate, with physics-based models being computationally expensive, empirical models struggling to generalize across different ecosystems, and deep learning approaches having limitations such as producing deterministic outputs, struggling with long-term dependencies, and requiring massive amounts of labeled training data.
- The paper reviews the latest developments in generative AI, including VAEs, transformers, and GANs, and their potential applications in wildfire prediction, such as:
  * VAEs: learning to compress observed fire data into latent representations and generating realistic alternative scenarios by interpolating between known fire behaviors.
  * Transformers: modeling long-range spatial and temporal dependencies using self-attention mechanisms.
  * GANs: generating synthetic fire records for data augmentation.
- The paper also discusses the potential benefits of using generative AI in wildfire prediction, including improved uncertainty quantification, multimodal data fusion, and explainability.
- Researchers have started applying these concepts to real-world problems, with examples including:
  * Using Tabular GANs to generate synthetic fire records for Australian shrublands.
  * Developing Vector-Quantized VAEs to compress extended fire evolution sequences into discrete latent codes and reconstruct high-fidelity three-dimensional fire spread patterns.
  * Integrating spatial attention and focal modulation layers into Swin transformer backbones for fire spread prediction.
- These developments are coming from countries and regions that have been threatened by wildfires, such as Spain, France, Canada, China, and Australia, and can be applied to problems faced by other regions, such as LA County or the State of California.

### Important Links
- **Watch or Listen to the Episode**: https://journalclub.io/episodes/generative-ai-as-a-pillar-for-predicting-2d-and-3d-wildfire-spread-beyond-physics-based-models-and-traditional-deep-learning?token=U2tc1MLiegjd9R92oHu31FMUzhmFut3dfwcEeB8XQcL7gcIgfL
- **Read the Original Paper**: https://journalclub.io/track/RUbPGUMRktnF54IvmOCzOPonwy6zaJZHcUrfOKYmU8dRuzL528
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Download the free guide (no form fill required)

TLDR AI

Anthropic Interviewer is a tool that uses AI to conduct and analyze large-scale interviews to research AI's role in work across different professions ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ 

  

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Anthropic Interviewer 🧑‍🏫, Gemini 3 Deep Think 🧠, Google & Replit partnership 🤝

## TLDR AI

### Key Highlights
- Anthropic Interviewer is a tool that uses AI to conduct and analyze large-scale interviews to research AI's role in work across different professions.
- Google partners with Replit to enhance enterprise vibe-coding using Google models.
- Gemini 3 Deep Think is now available in the Gemini app, using parallel reasoning to explore multiple hypotheses simultaneously.
- NVIDIA and AWS expand their full-stack partnership, providing a secure, high-performance compute platform vital for future innovation.

### Detailed Points
- **Anthropic Interviewer**: Conducts and analyzes large-scale interviews to study AI's impact on various professions. Initial findings show optimism towards AI's productivity enhancement but concerns over job displacement and security.
- **Google and Replit Partnership**: Google Cloud partners with Replit to boost enterprise vibe-coding, expanding Replit's platform using Google Cloud services.
- **Gemini 3 Deep Think**: Utilizes parallel reasoning for multi-hypothesis exploration, available in the Gemini app.
- **RAG Implementation Guide**: Algolia's white paper provides insights into implementing RAG (Retrieve, Augment, Generate) with search solutions, covering chunking, embeddings, vector stores, and prompt assembly.
- **State of AI**: Report by OpenRouter analyzes over 100 trillion tokens of real-world AI interactions to understand how AI is being used, highlighting complex and multifaceted developer and end-user engagement.
- **AI in Theoretical Physics**: The first research article in theoretical physics where the main idea came from an AI has been published, deriving new operator integrability conditions.
- **Job Opportunities and Advertising**: TLDR AI offers job opportunities and advertising spaces for AI professionals and companies.

### Important Links
- **Anthropic Interviewer**: https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.anthropic.com%2Fnews%2Fanthropic-interviewer%3Futm_source=tldrai/1/0100019aeef43695-fde8cfa6-087e-42f0-9820-aaeb5df436cc-000000/Zyc_IiL_uWk7Qekhwp_3DzPSVWyuqBHdTIdQh5nsZT4=434
- **Algolia's RAG Guide**: https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.algolia.com%2Fresources%2Fasset%2Fwhat-to-know-when-implementing-rag-with-your-search-solution%3Futm_campaign=tldr_global_b2x_ecomm_ecomm_tof_reach%26utm_medium=display%26utm_source=tldr%26utm_content=tldr_global_b2x_ecomm%26utm_term=ebo-implementing-rag-with-your-search-solution%26utm_camp_parent=b2x_ecomm%26utm_2nd_camp=ecomm_tof%26utm_region=global%26utm_goal=reach%26utm_creative_format=prmrynwsl%26utm_model=cpm%26utm_marketing_tactic=reach/4/0100019aeef43695-fde8cfa6-087e-42f0-9820-aaeb5df436cc-000000/27gfIXZizYdvVw3kFeykTElUgExF2HPoI6ku1wmJkSE=434
- **Gemini 3 Deep Think**: https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fblog.google%2Fproducts%2Fgemini%2Fgemini-3-deep-think%2F%3Futm_source=tldrai/1/0100019aeef43695-fde8cfa6-087e-42f0-9820-aaeb5df436cc-000000/gubVFXIP9H1r3RknZ1MgbVSRZud-gdG_OeAaaFbJarY=434
- **NVIDIA and AWS Partnership**: https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fblogs.nvidia.com%2Fblog%2Faws-partnership-expansion-reinvent%2F%3Futm_source=tldrai/1/0100019aeef43695-fde8cfa6-087e-42f0-9820-aaeb5df436cc-000000/3g0ZXC66uD4fX6ZhYqH59qGdA2vyhfRpbRPAqIubbxA=434
- **IBM Project Bob**: https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.ibm.com%2Fproducts%2Fbob%3Futm_content=WACWW%26p1=Display%26p2=427889318%26p3=227599223%26utm_term=30A06/1/0100019aeef43695-fde8cfa6-087e-42f0-9820-aaeb5df436cc-000000/prjiapAfQRG_S2EZQJ3M1Jd1Nb_groF16z8fD3l7RBo=434
- **Refer TLDR AI**: https://tracking.tldrnewsletter.com/CL0/https:%2F%2Frefer.tldr.tech%2Fb2b2d5df%2F2/1/0100019aeef43695-fde8cfa6-087e-42f0-9820-aaeb5df436cc-000000/2BR89zZnjgDLtr4pjig0WGjZInbgk_tfUfazrjSxEMQ=434

Anthropic To Go Public

December 05, 2025   |   [Read Online](https://link.mail.beehiiv.com/ss/c/u001.WAIIa-MqU2zXSjMmrH18m1Sqz19mnhEbVWH1YtqeIS891i_h1kCtvb9MmMy77j5cypmuVvdeJOWyDIGjEKZlMy_pVAzWdmRzRgOJbQstN77gCR5eFymdOPttIanrNnUtWokrkWtkZiw7Tq09jl21ossWaqg0sc43AVSQqoVP7996HUbAPYg5mH4lsJvN4nQuGRTAi_aVRGUtVY-X7pdNuLMfajzjQlWoUNDzs1rwUIUvJeGEmMZImGz-8tAh5FGcV_vvA2rJgXjYtH_3g3qwyc7KQd74N70d8MAX1Qsc-P0TsG2Dclk3kWK3nJmfI7C2UNZyrG5dYvbkKEOU_DHI_9sQNBeBE_bTgt_zdYAW5rwCBHiwTj0Dgkfq6jIgEdiJ-R-7RBDSvcVasIQgWN6Lyy3a_dVLWleyaqQcs5UPhkENpe3Fs1WFdK3fx6zDz6OUt0_P-8oT3RaDWqS5t0tqhE7v1U7Hm_QD9NWdiln8DTLVZPRNKtvaXrrxSZyNs7PN-9qmHNBmtD6diwHoMjZUETXpbyGqctRDtHmUtOVnKnQ8IfOTJ0jV73qeT7jqe-mc9IKHuAwySRCt49zv3hMGuMeWrR0wjZQldNhaqU7egwWGR6_6yyIRE-pJ4FHOm5vOXvBmm1ZwqU3Na6RwWWOSqejuZAUQQo1f81jkC9U68Dw5xy7imjys4zJQblpwuUnDPJuGZ5ZU4KO5QHvLiEvilZLkpTOcw_vCdMo4E47ixXZY0Yfaw-70VzSgR6IHXtHy_p3rsSeFe4-flwt_PhHtmd_fwl8PegeN5FQcq_fF3ZGn_3gn1AfZ70BTRSYQL3hOn0F20oNyzHyM0zlYSItNGQ/4m6/nDTl5IAASRGps5zMTm06Sw/h0/h001.hn-AiYlg

Anthropic To Go Public

## AI Breakfast

### Key Highlights
- Anthropic is preparing for an initial public offering (IPO) in 2026, signaling a significant milestone for the company.
- OpenAI has introduced "Confessions," a method that allows models to admit to reward hacking, providing a diagnostic lens into their behavior.
- Google has launched Workspace Studio, enabling users to build AI agents across various applications like Gmail, Drive, and Chat.

### Detailed Points
- Anthropic's IPO plans involve partnering with Wilson Sonsini and appointing a new CFO, Krishna Rao, to meet public company standards.
- OpenAI's "Confessions" method adds a second output channel that acts like a truth serum, rewarding models for honesty, and has shown early success in exposing models' intentions.
- Google's Workspace Studio uses Starters, Steps, and Variables to build AI agents that can perform complex operations, and it integrates with Asana and Jira for workflow automation.
- Anthropic has partnered with Snowflake to bring its AI models, Claude Sonnet 4.5 and Opus 4.5, directly into the cloud platform, allowing companies to run multimodal data analysis and build custom agents.
- The company has also developed Anthropic Interviewer, which handles question generation, adaptive interviews, and transcript analysis to understand human-AI feedback.
- Google DeepMind's mechanistic interpretability team has shifted its focus from full neural network reverse-engineering to "pragmatic interpretability," emphasizing proxy tasks for measurable progress on AI safety and alignment.
- Other notable updates include Meta hiring a former Apple design lead, Jensen Huang's comments on AI, and various company announcements such as Amazon's Kiro system, Grok 5, and KREA AI's Node App Builder.
- The EU plans to build five AI gigafactories to produce 100,000 high-performance chips, and Palantir's CEO has pushed back against claims that his company is a surveillance tool for the government.

### Important Links
- **Read Online**: https://link.mail.beehiiv.com/ss/c/u001.WAIIa-MqU2zXSjMmrH18m1Sqz19mnhEbVWH1YtqeIS891i_h1kCtvb9MmMy77j5cypmuVvdeJOWyDIGjEKZlMy_pVAzWdmRzRgOJbQstN77gCR5eFymdOPttIanrNnUtWokrkWtkZiw7Tq09jl21ossWaqg0sc43AVSQqoVP7996HUbAPYg5mH4lsJvN4nQuGRTAi_aVRGUtVY-X7pdNuLMfajzjQlWoUNDzs1rwUIUvJeGEmMZImGz-8tAh5FGcV_vvA2rJgXjYtH_3g3qwyc7KQd74N70d8MAX1Qsc-P0TsG2Dclk3kWK3nJmfI7C2UNZyrG5dYvbkKEOU_DHI_9sQNBeBE_bTgt_zdYAW5rwCBHiwTj0Dgkfq6jIgEdiJ-R-7RBDSvcVasIQgWN6Lyy3a_dVLWleyaqQcs5UPhkENpe3Fs1WFdK3fx6zDz6OUt0_P-8oT3RaDWqS5t0tqhE7v1U7Hm_QD9NWdiln8DTLVZPRNKtvaXrrxSZyNs7PN-9qmHNBmtD6diwHoMjZUETXpbyGqctRDtHmUtOVnKnQ8IfOTJ0jV73qeT7jqe-mc9IKHuAwySRCt49zv3hMGuMeWrR0wjZQldNhaqU7egwWGR6_6yyIRE-pJ4FHOm5vOXvBmm1ZwqU3Na6RwWWOSqejuZAUQQo1f81jkC9U68Dw5xy7imjys4zJQblpwuUnDPJuGZ5ZU4KO5QHvLiEvilZLkpTOcw_vCdMo4E47ixXZY0Yfaw-70VzSgR6IHXtHy_p3rsSeFe4-flwt_PhHtmd_fwl8PegeN5FQcq_fF3ZGn_3gn1AfZ70BTRSYQL3hOn0F20oNyzHyM0zlYSItNGQ/4m6/nDTl5IAASRGps5zMTm06Sw/h0/h001.hn-AiYlgvwosw3uz4Czjr0kM8G_oT_RqO6upUDUakj8
- **Summer Vision Project precursor**: https://link.mail.beehiiv.com/ss/c/u001.VXP9DJJTm3pe9F3O2Dpau2BjcSNJdpUGANa2fmfIuJrLeISm7D96aXyS0GbwB7CRk-shDbqMl3nJMWbCbUw_oAl2X5KmIS1Wwji06_btj3hbUwj8qgDz9HLs0V0D2Wxx2zm8zSKVsB9J8YVh9Q2H-W_eSbw8Bk0pMwaptMeoKeserSriMdvMtHBgXoReP1T5Gmn6fk91SCxAf1WJb4r6D6GS1PemWPpuGoW-i2LYAqakI3vSyIUpDjdKkrE3_-Cw/4m6/nDTl5IAASRGps5zMTm06Sw/h3/h001.I135pKYt--2OQyvPqglMq5ZjtaQfck5mlLE82g2jYnk
- **BELL Framework**: https://link.mail.beehiiv.com/ss/c/u001.kIo-FGnAAUqjZ7Yf8TiFtvrMxUVRfzL2SE9apbGLJ0lOyi404otBIjK5-YO4UnDwU1qsacGKmHw7BENBC-U7f2EjNaW5s5twJ0kcvNZ2LPAPRQQPD4LLR-5BYlNHekPGzuz8YlO09wT-7s9gCiw4IAmX8bspUUQGQT-yKFCwEkkVgA3UBzAxkUi_QMyswJ_kraWvOjc-u8ngZvoSpz-1SHFZSVDWxDN4i8uU_UCXWvsYVVyzIbXJ4NWDFEjfIXuuwURdUQodYxaN1ioaRjUd3bpOuTGi4WKfKwJl0EeqL7Pe9lSJEA4q55mTHxiO341FHolih3GNsZIGDFc1S46AwncnIV195O-yVoocrBCcK-2brmS_kJosmKkF9VGnrgfrQizpb8o5wEErZ_6lYi9JhZxH2L9NkTDzAbhPHAGsAcySHRFKMQOJbUOlDpGyLJWfrtkg0FyEUfPcZKi1Sroau5Z-xYvYzKT9EjiIddGEo9axsjHsVvZ7x6i_iOe9qW6Ie8n_xOD-RCzc5dte0cMv1A/4m6/nDTl5IAASRGps5zMTm06Sw/h5/h001.61Xowr7nt3SjjAM67PUmob0A7UdmGKle--P7T2OWYEk
- **Download The Free Guide**: https://link.mail.beehiiv.com/ss/c/u001.kIo-FGnAAUqjZ7Yf8TiFtvrMxUVRfzL2SE9apbGLJ0lOyi404otBIjK5-YO4UnDwU1qsacGKmHw7BENBC-U7f2EjNaW5s5twJ0kcvNZ2LPAPRQQPD4LLR-5BYlNHekPGzuz8YlO09wT-7s9gCiw4IAmX8bspUUQGQT-yKFCwEkkVgA3UBzAxkUi_QMyswJ_kraWvOjc-u8ngZvoSpz-1SHFZSVDWxDN4i8uU_UCXWvsYVVyzIbXJ4NWDFEjfIXuuwURdUQodYxaN1ioaRjUd3bpOuTGi4WKfKwJl0EeqL7Pe9lSJEA4q55mTHxiO341FHolih3GNsZIGDFc1S46AwncnIV195O-yVoocrBCcK-2brmS_kJosmKkF9VGnrgfrQizpb8o5wEErZ_6lYi9JhZxH2L9NkTDzAbhPHAGsAcySHRFKMQOJbUOlDpGyLJWfrtkg0FyEUfPcZKi1Sroau_Mmtpq3v4ixYWW_Nd4BUMAjYtTeR1LmXL4QR5YErXaBr0dm-RH89s0OvCw7fuSGHA/4m6/nDTl5IAASRGps5zMTm06Sw/h6/h001.WcUzoHm6BNU56Z5KcVwve89ogOvRNjHdTGq0GzFLfOk
- **Confessions**: https://link.mail.beehiiv.com/ss/c/u001.FfuSrbU_fIFAu99CbKjWBjfbw4Q6A3z7jcTkMPhWqzzJxouqjwoM2QAlVHXE-DqwX_ln5Zb7HeRidRztF2TmpbVep0kbR40Rb-fWRDSpSi9dQ9uMj6S1nUsty1Lx9kIDd7wxhOuKWuwZ1yq616jYz7-i9-vpaEKfg9RhAbG1z1dswpNucjSbwh29KIXBBZWPQ6s8DFDUG96vs-kkmNy1pToyVO6WKziqTAla1o0GEtF9FdytjwkQGt10YFWcNNDGcvFORP5NqXw17TdKT7tdP1v0wjHgPjYVgPoCQMhJEfM/4m6/nDTl5IAASRGps5zMTm06Sw/h7/h001.ePhpQiBU4MRZyBVx-iIvUVxzatcwQMJGo-nC4KQ21S4
- **ruling**: https://link.mail.beehiiv.com/ss/c/u001.5eFcgNknTk209cd0CueGjPEXUsOBscG-pdfKR1fWM3oxPwAgT55LQqziBqeFq-GJ-sbsvFWakZImaKmJsHBt-6Ve3aSLwuMn3_HWmmIi4zr0h5AJaUGGe4aRwY74KTar0nT6mIQrJlw_eK0h58Y-GJBxkuGHx6J8mBf5PV9z1fFVDRumO-rnsL6Oum5zqDqiPz1bAhFR8upT_T0UI3os0pw0GieWYxLWMv3ODoUqfGNbFGQN5_q4m25UTik-QjusYIn-06kQB-T_xH6onZkf6W9AWyVGqfwxQQJiZvtyQnrWClX75o9XQgvtwu0fDHj72rrlfmullNywX2l6qFxilkIuo9E_S8wUm1Fm1DjwfsY/4m6/nDTl5IAASRGps5zMTm06Sw/h8/h001.VIdutBvvvM95AzA_Ws-1ERX36QQ462Q_EiG1dfVumpg
- **GPT-5.1-Codex-Max**: https://link.mail.beehiiv.com/ss/c/u001.SkgAtHZPmfFvsooqk90vOrPR1GI9QfX5OGC9KulFm6UBduVXZNCP7NCzvlrChL-q3Teq8fKeHdyzv1ZxyKEMcots5yCyVcfojULMWIROT4_d2DtV5vsXo2fHRoEnkv3voRYGWhMK6D1Uf1VMiE57cLWYDLROCdQnV8-et6THISBS7PcyKSJQJ1KS_Vau8tAMToQe8_ODYHqlfNwLJGrR80mP1Us2WkdbSezuqwawh7Ia5gzRHFgN0MzzviYi-rh2Sye4AVyIQVSnmX1ApIS39A/4m6/nDTl5IAASRGps5zMTm06Sw/h10/h001.FS8bF4oIoJTJRbCxlqJkvbQDq0Q93QxDFzM1r6zW3hE
- **App Directory**: https://link.mail.beehiiv.com/ss/c/u001.5eFcgNknTk209cd0CueGjLTXo4yyYs1dXKJXjLz9W3SCuhlH3WcyWgoCWeC6l8e4RoSb3SU5RzlDha46gXjKB--uxy4pZN41s1YTaMvOgwHw5UjA9bx0Ts9U9Ty4faCwIYRWmGDNuN_fxgh2dhS0GuUdKPwd92_z2MkCnyZ6uJWS8vC0eQgbIg_INfUzyhwqMF2Dj1em20g_dN-SPznstx9_O_vWZmq6uGonSEXZ4aMvQUUgJoTm0JsBuVMnNZ_Ck6T5wFgAcscIMShZWSwmLilCAdLmECIeQZ5IW6sXgggkFrVbtiUVud9gNYC1Ks3a/4m6/nDTl5IAASRGps5zMTm06Sw/h11/h001.66_SxD95ejFx72zg5VuGjJ01q8ROqUYff23HD-bzU2A
- **acquisition**: https://link.mail.beehiiv.com/ss/c/u001.kIo-FGnAAUqjZ7Yf8TiFtsU8xFASCt_wYhQ9AIh-weZju0MIVXLAp9WiEUpRd8b54vxW13wkEjuMSw6H8EV1HqDPC7_G_VCNmZPEJmL5E1hLWK70QgqC_LGHzscap6z_0Lmzg2k1KaxZWceCAR-kn4GkUBP21Cuv76-fyzQfY8UyGwBGteMlsaMDl4pNK_TZ4kFn6KQpTHkTTMTmzzLIMfpHo7FbwA_BJYr3z1VyMwAPdv11IvnR8REWhW4Hw8eCRyncREqz61TfftdbXeRbwFyTuHg4qpbfN8Cg_oCjtr2txAWoOV4qTImjFSR7NZoGLxdGZPRSmJRcC7eXJyby29nGEVVcmPjOvHL8mUCBBE8/4m6/nDTl5IAASRGps5zMTm06Sw/h12/h001.ljhxVtCz0POzR33LS38NILN7aq-asXV9MQK3O4JQwUk
- **40.5 million dollars to 208 nonprofits**: https://link.mail.beehiiv.com/ss/c/u001.Xdj5FRiAOVLC3dItGtFFRdRJ7KLwL2Fx6jMYjZ3ru_eNp5hmXLwOd9xXWtj9n-GPzFEH4_B1LYWWNNcO5en4W9enXN1BOnvUp3Z1zrYsfghkl7bJLIaBk69-3pdKozbjnwcizOJuWsD3ryxtkBbhAtpOXN17hhyXqyb3m_PxdyAphxp8_ppPCkRrsPEIXoOykvzxwEumENsWalBzqxa8eJ_72PQfzfg7mFloq95obow/4m6/nDTl5IAASRGps5zMTm06Sw/h13/h001.gUklyeNip5VFbpqEKavvSz4ibLqv2flzz8wVfgBOxbg

   

![group image](https://assets.skool.com/f/b51c57150c70495899bf4bc8aaee8166/071e29ca1eec4c4c851bf1e4f705e1d13fd7d1ff1ce9450da0a8e5d902736755)

AI Automation Society

[![skool logo](https://assets.skool.com/skool/3824c26a881e434fb0710f1c257ef501.png)](https://link.skool.com/ls/click?upn=u001.wK6x93jhdVos-2F3TofGJCJqYIach7-2FtMhH3n-2Fh9qG9l0GnWL4PQOS-2FZ5VkS4LpRux6cLnt8iwWzMy60vV13NsmX7JmmIGnnR-2BI-2BCOnj53VQbqW0DvdE-2BQJ-2FnqYwLp0unsUiIenBGpFtybh9FsjUwww0HdRVZlHZenYus8NkUNzkOz2LNxvy4cVAqHDnCHBk-2FTB-2B2BW-2F3uz3yVsaj-2F1fyQ3-2FemWXfRNruYz3DhC-2BK4wPc-3DqKZ5_dhmFokmJdYhJ7cOq2uAxQbs-2FJ9rdv-2B8XUdt4bEaaXnETGAW5pCoxqmB9U4HcUgw2jEsWClLRMUYZZ8KYTITMXAQ9mzj-2FKlFE4Q4qAuvm9GANbzPiMbdsVLt1zLuxC7onXu9JA-2Ff5cCAueH6clxSz07MY7UOCgXgF5Sn6FLmsPbmeW8cfoA4G1z817M62nl97eIxma02fpxQ-2FoOjUPHLBMu622bTp7O35wPNkvqM6xgcSBJyjsDTge2r9EVOArXprLyCeaiGBa6W76tyUW62yuDkH3Ul5wfm7xlGLeazQl1Gj73-2BAe9UKUlKKWWHn-2F-2BF3ot-2FG0bzx-2BaVTbUT5vrsw6ZsCX4ycPsxsGPSFoboL2flE6ecWdaR9KgJknGuKy00KyrVVsn1Y1DNIDaiBHWPriwCliviGR

1 new notification since 7:50 pm (Dec 5, 2025)

## AI Automation Society Newsletter

### Key Highlights
- Nate Herk posted a new video on "Unlock the Full Power of Your n8n Agents" discussing the new instance-level MCP and its benefits.
- The newsletter provides an option to change email notification frequency from hourly to daily or weekly.
- The AI Automation Society allows users to start their own skool and offers resources for managing notification settings.

### Detailed Points
- The newsletter announces a new video posted by Nate Herk, which explores the capabilities of n8n's new instance-level MCP, a significant upgrade from the traditional MCP Server Trigger within a workflow.
- The video explains what the new instance-level MCP is, how it works, and its key differences, aiming to help users maximize its potential.
- Users are given the option to adjust their email notification frequency to daily or weekly, in addition to the current hourly setting, to better manage their inbox.
- The newsletter invites users to start their own skool, providing a link to initiate the process.
- It also offers a link to change notification settings, allowing users to customize their experience based on preference.
- The AI Automation Society is using Skool as their platform, which suggests a focus on community building and knowledge sharing within the AI and automation space.
- The mention of n8n, an automation tool, indicates the society's interest in practical applications of AI and automation.

### Important Links
- **View Post**: A link to Nate Herk's video post about unlocking the full power of n8n agents: https://link.skool.com/ls/click?upn=u001.wK6x93jhdVos-2F3TofGJCJiV0Exb-2FxIwYWvb9fivXsA0S6tWSRfpfwtIdwNi6YGOoQ7PsB9-2FmbR5YEJT-2F6bXkfuxVCeKDbQqCs7g7vFgiFiVc5Sz-2Fcf2TbCDt-2BjaVu3P-2BMsIYKcYuL9q51bjNnkpD0AVLTmVgZnHONPuZHh9YtMh89l1PUsPdeeiivwnZGs-2BaLXHZ-2F2RzaYMGR51RQCtMo5XqVTh3zNY45golZfRdcKc-3DgBVx_dhmFokmJdYhJ7cOq2uAxQbs-2FJ9rdv-2B8XUdt4bEaaXnETGAW5pCoxqmB9U4HcUgw2jEsWClLRMUYZZ8KYTITMXAQ9mzj-2FKlFE4Q4qAuvm9GANbzPiMbdsVLt1zLuxC7onXu9JA-2Ff5cCAueH6clxSz07MY7UOCgXgF5Sn6FLmsPbmeW8cfoA4G1z817M62nl97eIxma02fpxQ-2FoOjUPHLBMu622bTp7O35wPNkvqM6xgcSBJyjsDTge2r9EVOArXprLyCeaiGBa6W76tyUW62yuDkH3Ul5wfm7xlGLeazQl1Gj73-2BAe9UKUlKKWWHn-2F-2BF3ot-2FG0bzx-2BaVTbUT5vrsw6ZsCX4ycPsxsGPSFoboL2flE6ecWdaR9KgJknGuKy00KyrVVsn1Y1DNIDaiBHWPriwCliviGR42zW1dvIx9xg-2FVTuuhzXqL9jsYWq5Xl0TSOI8C1JBYioEjKLCDPfbn6o9zh8AL4yhh7fyUYTHu0oAFrxi63MCC3Vu-2BvzldYt6l-2FhbaVjKAyMWl0Wy-2Bb-2Fphxhw-3D-3D
- **Change to Daily Notifications**: Adjust email frequency to daily: https://link.skool.com/ls/click?upn=u001.wK6x93jhdVos-2F3TofGJCJv2x-2FXYKi-2F266Yv7HF2lGr0J8iLC-2Bd-2BwfAapeJQNe9hYbeSKeoGpXaF70juVEc5CDHhnSUHwRrXKOzOsiN01rBhQGhduKlNrQAyw2Ejavpy0-2Fqn99SdrqECeV-2FRl9VHvWhDwcRubmMe6JxM4s7PPGICTv1p-2FWpyDPpYK-2Bb9bj33eHWQgJfzea7JijsfDda5yXw-3D-3DL1yd_dhmFokmJdYhJ7cOq2uAxQbs-2FJ9rdv-2B8XUdt4bEaaXnETGAW5pCoxqmB9U4HcUgw2jEsWClLRMUYZZ8KYTITMXAQ9mzj-2FKlFE4Q4qAuvm9GANbzPiMbdsVLt1zLuxC7onXu9JA-2Ff5cCAueH6clxSz07MY7UOCgXgF5Sn6FLmsPbmeW8cfoA4G1z817M62nl97eIxma02fpxQ-2FoOjUPHLBMu622bTp7O35wPNkvqM6xgcSBJyjsDTge2r9EVOArXprLyCeaiGBa6W76tyUW62yuDkH3Ul5wfm7xlGLeazQl1Gj73-2BAe9UKUlKKWWHn-2F-2BF3ot-2FG0bzx-2BaVTbUT5vrsw6ZsCX4ycPsxsGPSFoboL2fk6Aa-2Fg59pgH1i175lRQSRQHm24rTnv2q0K-2BVhugJJmvBR4V3DVQI1hFnDa34jXA6cn3Shc5d3T1NR4GKm2ApeEROe2HnWbfRQJgvC2N4Vp35n7dWfjBvlFeGM7szqlBNFrd2sIIuhfebKeGp6rqeb8i9ShpjmhN-2BYZbOxfnswPHA-3D-3D
- **Change to Weekly Notifications**: Adjust email frequency to weekly: https://link.skool.com/ls/click?upn=u001.wK6x93jhdVos-2F3TofGJCJv2x-2FXYKi-2F266Yv7HF2lGr0J8iLC-2Bd-2BwfAapeJQNe9hYbeSKeoGpXaF70juVEc5CDHhnSUHwRrXKOzOsiN01rBhQGhduKlNrQAyw2Ejavpy0-2Fqn99SdrqECeV-2FRl9VHvWhDwcRubmMe6JxM4s7PPGICTv1p-2FWpyDPpYK-2Bb9bj33e1Dy97yKpc7GnykcmFoDmUg-3D-3Dh8OV_dhmFokmJdYhJ7cOq2uAxQbs-2FJ9rdv-2B8XUdt4bEaaXnETGAW5pCoxqmB9U4HcUgw2jEsWClLRMUYZZ8KYTITMXAQ9mzj-2FKlFE4Q4qAuvm9GANbzPiMbdsVLt1zLuxC7onXu9JA-2Ff5cCAueH6clxSz07MY7UOCgXgF5Sn6FLmsPbmeW8cfoA4G1z817M62nl97eIxma02fpxQ-2FoOjUPHLBMu622bTp7O35wPNkvqM6xgcSBJyjsDTge2r9EVOArXprLyCeaiGBa6W76tyUW62yuDkH3Ul5wfm7xlGLeazQl1Gj73-2BAe9UKUlKKWWHn-2F-2BF3ot-2FG0bzx-2BaVTbUT5vrsw6ZsCX4ycPsxsGPSFoboL2fn3RzXzJcZ6q-2BkDZwRzRCEzhQhC8cxaf4SnpP-2BLCTDHC4nmuVuYDxIkaUEG4iYZHj5TJrmkYURSTqcIyXZVrWtFxSzViTXUXrwsOaCaVKeryw71TQ41WCxZWzE7nlCIR0IptRyewqfy5hZMsnCK9OTimtQ4-2B7i7uMjIeC190YIWug-3D-3D
- **Change Notification Settings**: Customize your notification preferences: https://link.skool.com/ls/click?upn=u001.wK6x93jhdVos-2F3TofGJCJqYIach7-2FtMhH3n-2Fh9qG9l1PI-2Fm-2BraVkdOOdLOhb-2F-2B9kC6CS8L3GE-2B2twtfU-2FANqqw-3D-3DcEDx_dhmFokmJdYhJ7cOq2uAxQbs-2FJ9rdv-2B8XUdt4bEaaXnETGAW5pCoxqmB9U4HcUgw2jEsWClLRMUYZZ8KYTITMXAQ9mzj-2FKlFE4Q4qAuvm9GANbzPiMbdsVLt1zLuxC7onXu9JA-2Ff5cCAueH6clxSz07MY7UOCgXgF5Sn6FLmsPbmeW8cfoA4G1z817M62nl97eIxma02fpxQ-2FoOjUPHLBMu622bTp7O35wPNkvqM6xgcSBJyjsDTge2r9EVOArXprLyCeaiGBa6W76tyUW62yuDkH3Ul5wfm7xlGLeazQl1Gj73-2BAe9UKUlKKWWHn-2F-2BF3ot-2FG0bzx-2BaVTbUT5vrsw6ZsCX4ycPsxsGPSFoboL2fkp6VtpceYrMRadEhUiX1PU55NOMn3omfSsBZOG14OCeRkzh0LLf4OJxTDr9-2FVamU9CoIvFFqYVgHVrSN4etUmBejHEfr9P3V91WxlaNtAi52WDxIXez5JNiISI4m5WHu1ztdrxSDwuUc0o4ThTYqhM-2BQBOjd97EllLsNuyRvZInA-3D-3D
- **Start Your Own Skool**: Begin the process of creating your own skool: https://link.skool.com/ls/click?upn=u001.wK6x93jhdVos-2F3TofGJCJqYIach7-2FtMhH3n-2Fh9qG9l0GnWL4PQOS-2FZ5VkS4LpRux6cLnt8iwWzMy60vV13NsmX7JmmIGnnR-2BI-2BCOnj53VQbqW0DvdE-2BQJ-2FnqYwLp0unsUiIenBGpFtybh9FsjUwww0HdRVZlHZenYus8NkUNzkOz2LNxvy4cVAqHDnCHBk-2FTB-2B2BW-2F3uz3yVsaj-2F1fyQ3-2FemWXfRNruYz3DhC-2BK4wPc-3DnNGL_dhmFokmJdYhJ7cOq2uAxQbs-2FJ9rdv-2B8XUdt4bEaaXnETGAW5pCoxqmB9U4HcUgw2jEsWClLRMUYZZ8KYTITMXAQ9mzj-2FKlFE4Q4qAuvm9GANbzPiMbdsVLt1zLuxC7onXu9JA-2Ff5cCAueH6clxSz07MY7UOCgXgF5Sn6FLmsPbmeW8cfoA4G1z817M62nl97eIxma02fpxQ-2FoOjUPHLBMu622bTp7O35wPNkvqM6xgcSBJyjsDTge2r9EVOArXprLyCeaiGBa6W76tyUW62yuDkH3Ul5wfm7xlGLeazQl1Gj73-2BAe9UKUlKKWWHn-2F-2BF3ot-2FG0bzx-2BaVTbUT5vrsw6ZsCX4ycPsxsGPSFoboL2fmhVDJeCrOksbpcxe9ecFwEyu27dTehCs8-2FyDdyTAbh5R24xSwkbRGnlJwJR8eV1CXsTp8ivGkMgSBYArFQCz0KVThPLC587kXyGSs9NUPMeoLV5yu5pCObtS2h1jSy3D-2Fi8CKKpoyE-2Bl8j9RZENDBbrrW2WelNXt1aOAFtFUKgZg-3D-3D

Anthropic puts Claude to work as a research interviewer

OpenAI trains models to ‘confess’ when they cheat

🎤 Anthropic puts Claude in the interviewer's chair

PLUS: How to build quality landing pages with AI  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌

  [Read Online](https://elinke1c.daily.therundown.ai/ss/c/u001.dSnm3kaGd0BkNqLYPjeMf75St_4h4uVDlb2B1USeB_GF8x8dpopQ2BCYdcfRbP8s6np5yN9tOaIKznWNVqrSwcyhS11jpLOAibLnpycvLnEleJkDtkG73wXSXOMfyZScOeodVvrlvAbRqiX_NVuEbT7WYUkps3NVU0DB54FTmIDntbBT-MdbBNjunmIuNJZRiRaPfmg8rT_PG20hxls1dLBQ6csPo_xQY72tyEC5UnvC5N-ibRaLWUZLsCNfgYFk-vhsvf6euYLU3GekjwFCXzmzuCyT81UvyeFMYL1g_9BNDM5-0MywTCtyxPlSK_SVubgDAZTucDSJOEDJ30QNOE916uRiSqNRyboIJoYTGY5dNqbIdwa0Irq8G070sT6SJhfbccxyRt8znhRYLtAozg3PzmK8u-0TNfLQueKq42E8aZ2ro

🎤 Anthropic puts Claude in the interviewer's chair

## The Rundown AI Newsletter

### Key Highlights
- Anthropic puts Claude to work as a research interviewer, using AI-powered qualitative research to study how workers think about AI.
- OpenAI trains models to 'confess' when they cheat, introducing a new technique for AI safety.
- Google and Replit deepen their partnership for enterprise vibe coding, integrating advanced AI tools.
- New AI tools, community workflows, and developments are showcased, including Fastshot, Nano Banana Pro, Kling 2.6, and 4.5 Opus.

### Detailed Points
- **Anthropic's Research Interviewer**: Anthropic launched a new tool for AI-powered qualitative research, using Claude as the interviewer. The initial study involved 1,250 professionals and revealed a complex picture of AI adoption, with 86% of workers saving time but 69% noting social stigma and 55% concerned about their future.
- **OpenAI's Confessions Technique**: OpenAI introduced a new technique called "Confessions" that trains models to produce a second output, admitting when they break rules or cheat. This technique has shown promising results, with only 4.4% of "false negative" cases where the model broke rules and hid it.
- **Google and Replit Partnership**: Google and Replit expanded their partnership to bring Replit's vibe-coding platform to large enterprise partners running on Google infrastructure. The integration includes Gemini 3 and Imagen 4, with Replit's revenue jumping from $3M to $150M in under a year.
- **New AI Tools**: Several new AI tools were introduced, including Fastshot for mobile app development, Nano Banana Pro for image generation, Kling 2.6 for AI video, and 4.5 Opus for Anthropic's most powerful model.
- **Community Workflows**: A community member, Dean F., shared his workflow using AI to guide patients through at-home hemodialysis, creating an iPad app with customized step-by-step instructions and adapting to real-time medical logic.
- **Other Developments**: Other notable developments include Microsoft open-sourcing VibeVoice, a small text-to-speech model, and Snowflake's partnership with Anthropic to deploy Claude-powered AI agents to its enterprise customers.
- **Upcoming Events**: The next workshop will focus on using Google's Nano Banana Pro to create polished slide decks, and readers can RSVP for the event.

### Important Links
- **Read Online**: https://elinke1c.daily.therundown.ai/ss/c/u001.dSnm3kaGd0BkNqLYPjeMf75St_4h4uVDlb2B1USeB_GF8x8dpopQ2BCYdcfRbP8s6np5yN9tOaIKznWNVqrSwcyhS11jpLOAibLnpycvLnEleJkDtkG73wXSXOMfyZScOeodVvrlvAbRqiX_NVuEbT7WYUkps3NVU0DB54FTmIDntbBT-MdbBNjunmIuNJZRiRaPfmg8rT_PG20hxls1dLBQ6csPo_xQY72tyEC5UnvC5N-ibRaLWUZLsCNfgYFk-vhsvf6euYLU3GekjwFCXzmzuCyT81UvyeFMYL1g_9BNDM5-0MywTCtyxPlSK_SVubgDAZTucDSJOEDJ30QNOE916uRiSqNRyboIJoYTGY5dNqbIdwa0Irq8G070sT6SJhfbccxyRt8znhRYLtAozg3PzmK8u-0TNfLQueKq42E8aZ2roQIinqmU8f4QcnyhwjtGyM_76TFOFcX06tArff40EzqdcPXoPPG1RymtXyuq4mDo1PxfzIQN6AN0vwKhHKHRedEuWZo_QFoSjcrDyeTnajwmBd6t9v0ICXGx6ZpH62ykoa3gPQ6mqUy4zi_yH2Qdr_DWeh0nAJouRroMyLv3ilCV8c0cp4ZdAcz9lf-hw705YsUTUPBMZqrVn_ii6K7RGGmJoc6tkcwyBzJQHAZqJqwPABcDF56iBdTSNkG2V-vtUMa8hpoaiFtey0W_Rbt3x_QC8ONgYP-R3a8JPt6lxEGF1QyDeDaCHo38I60UBsc7evW6jymm0L7_IvGYuEw_kE1JLY_zCBRZpsAd6vEg_XkdR7G5UPsXnmBPA6IibDfpNEhXUFHtdPunQ-PMAi55JbKWjc38JoCr3HFFrLjvflHKk6tWKGCqnf_s41Uthksvmfwhx4m5KPh0GIEm/4m6/FHJu79vsS-6qJ7zr1mm3ow/h0/h001.1BKN5YWXo-44ANAlGIfUL-sJhzLuGL5khg0elntTQIA
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Claude just moved inside your company’s data

10 Prompts to Fix What AI Broke in Your Business

Claude just got the keys to the data vault

\+ The metaverse hype finally meets reality  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌

05 Dec

![](https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/user/profile_picture/c5bea277-8b68-4461-a46b-8d957f528411/thumb_PP_march.png)

![](https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/user/profile_picture/a2cbc92b-5125-4055-a532-5074a321204b/thumb_Untitled_design__37_.png)

![](https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/user/profil

Claude just got the keys to the data vault

## Mindstream

### Key Highlights
- Claude, an AI model, has been integrated into Snowflake's platform as part of a new multi-year AI partnership worth $200 million.
- Meta is considering cutting its metaverse budget by up to 30% next year, shifting focus towards AI development.
- Proton has launched Proton Sheets, an end-to-end encrypted spreadsheet tool, as a private alternative to Google Sheets and Microsoft Excel.

### Detailed Points
- Anthropic has signed a new multi-year AI partnership with Snowflake, bringing its Claude models directly into Snowflake's platform and making them available to Snowflake's enterprise customers.
- The partnership aims to let businesses use advanced AI inside their secure data systems, with Claude Sonnet 4.5 running Snowflake Intelligence, Snowflake's built-in AI service.
- Customers will also be able to use other models, including Claude Opus 4.5, to analyze text, images, and other data types, as well as build their own AI agents inside Snowflake.
- Meta's potential metaverse budget cut is a significant shift in the company's focus, with CEO Mark Zuckerberg now prioritizing AI development over metaverse investments.
- The metaverse unit within Reality Labs has been asked to make deeper reductions, with layoffs linked to these changes potentially beginning as early as January.
- Reality Labs has lost over $70 billion since 2021 and is still operating at a heavy loss.
- Proton Sheets supports real-time collaboration, common formulas, and file imports (CSV and XLS), ensuring that no one, including Proton, can access user data.
- Other notable updates include Landspace's reusable Zhuque-3 reaching orbit on its first test flight, the United Kingdom approving up to £90 billion in gas and electricity grid upgrades, and Ozzy Osbourne's family marking what would have been his 77th birthday.

### Important Links
- **Matt V**: https://link.mail.beehiiv.com/ss/c/u001.NDEKvrcAp36_oNtoPadwALD92hsUMpMVhONPx5PZv60tF-kS0IgjCSiiHb0oyFODmkMEZdQhSe2B2kXU67-SWwC7ww5fs3TZFxjMTYpopPvMtiETjHEwZKKHHem7Ojj6DPZ7QA7-9x91j-hkIW9wrUx2t9gWSStdn6JZiXPD-eafmrAqdtGOSnJzqCP7R3TIptLpXrk8paYGl5h4yfsQ0dCUWdcglVCmiZRkMQp9sOo05fMBgs2YOmMUY_ZwBLfemLuqoCcE37rriw4_XnZ8-u2-RQfS89Rb8bofcf2HUdKqRAa1bFFhBQ7-dExN0TBW5ImGZoBwxJmT-vFTFLEIz9Pkk2BAIEwiC7L8FiaazTETuwv8ug2ayLx2Ap77VmZ9-i4Vn82obOq5e7NmnL3ob6bryCNjc12I05L39DimH_p5gpl96cMjp_n1LJ1t34GM-w3tbZ4MkOPQRet8iDdwSN1LMFTA6vafv9iqk_FGVUHA_N_lS-HNksS-0OH4eRQvPQI2ahdIifsLJmYaUoT3LnJPRSemPUWFJLOioBwIdEm2z6USQEIuWnHI2R2dR1U9DalJPDjYGpxHgEBf_H9YgHRFRrLVZS9L0C5-BnKg9a6YxufP2obTdjBTPCelzqcN3ImbPoB1udlBYHgih8wDf-1_Aqk3dE0IgYGZWCyC8g1lnILEnev0sMSiEMEe7g72eDJLwCBdcKPExJ3Ai2-eZZ7MkDfuCIKhB6-jsF2MrtM/4m6/F9DGOUujSpSkCTDJFm_NCw/h0/h001.UjuSwolgvbmO9kLjFMJ0Gw_ZRGvMG53dhnzL788cZpU
- **Maria G**: https://link.mail.beehiiv.com/ss/c/u001.NDEKvrcAp36_oNtoPadwALD92hsUMpMVhONPx5PZv60nacXMxmiVkP4vy2HKcN4J6QvgkNFigbKCBWzVFfQCzR_ysROiUoDGLDbMLulS9T278oeoKHu_gdY4ATHHenXVRhZ6_TVTeCzkWuKw6BCNvCfAJnbwHPC-o9aQrU4v8TKdbDeXRfOLUwj7hJ8GcONeYsLm8wcJ4cVO7mce1DcdujjclQHofGmaPeRthK22YyV24AOUQKND8whew0p89khYjSnKN8GYJUT_MhOJWuV1vsHQUxzoVkhgdF6QD2814kp3MIux8Do2dXKNGyPDah97ukoV8G214GcT5SAj6R5_lkC1Yh5QgBhA0e5txmC6S_1GK87E5RJiFzz-iY3tb-j1RaHyTN6IpT_pw_gsi9fJnwfcC7yz68MiK1l4rUW9PhODlx-lm1nPDjIMCGvKx6CnybSm5iVc47zY_lNM59gWEydp9Kp3JDAazjSz6GGiHHt_P4Ak4k4rlWAoAxAZBo6vmUUEpz3YuiqS5xc-CBce83IpvPQBWbjbSP6lu3b9AXGBJXWDbGsI2Bj3jLnqY91W0IWzf0Ldh7bB9_QOqnlbYz2dt2AqIfXLmO2VE_WnA42V6sNjZdjdXT191Lw4nq_es2ZLu1HpY4_T91hAi5bid4SSWr8WHkh2F2chg0djOZojLiGsDoLospXQVI6efBNP5E8EiTscg_UtUVlQ8HhNz7iF1nTLE2FBBkQEt7cTv8c/4m6/F9DGOUujSpSkCTDJFm_NCw/h1/h001.3F0dAt-ZbMQ56vdDKw9EmVo7nX3VrA6y4a9JylmBKjI
- **Adam B**: https://link.mail.beehiiv.com/ss/c/u001.NDEKvrcAp36_oNtoPadwALD92hsUMpMVhONPx5PZv607Kd_HtDCW1W_-ayObnnQt5zSyMoruXYhj6xas7-sJAFZBu2aZVkc5i0W7X4P-rN744gy_r5NPc48NNnLEVL61JrbzpWb_nWf5bF4uJWxs29mISkFcDHGBFeXnQ0kNV4zIBMYZbo5J_pQx2ihryl-gb2igQ8H-SDThyH0OyQ8te7gAGfSYLwk96znnzx3ZV18qwWJc6W9-j0Sv1PC1YfMLla46a8AJDstf2cuUNSYdnXdkMlN1mXpZfBtN2KA-G2N70WUAe2U2qcuN6TiKzviNa0MU90BLibrwvOvIiOrYDTPTo9jGC4_6JxG8lx0lvjCXSgwi4t1Md9SVO0H9_gOGvIaJQBKVGVFxQJOV4GE1viSFmqT2PYHxnasBfbP0_p-NrTPbkUUidyolkp2jDlnTnETcS2vdWp4Z9dPYh9YZJsOEf36p3VQXXliNXc0x5lKKWQvfUnuyHwQ0CeU-3sn1sf9gthyQ73Sf2THHO5w-SJDE2h2ketkBNqpDyiZx02hYQF2_lWKaJwXBwQuJpCnVybs-03rymosoqNm-dnytdta_spbsD5A0IoRktui3uF3ytX3Ddvq4yARozIwvXn_Gw0FRjkdgWCJpjcJCct0vlxcQIQZ3cVYaxp9L6hfn6zrCQmIVtphzpOWcgLnG628vVJRHQnTFH6BMYXMVuGVOj_H4scBBdB56ZajDYc85Rjc/4m6/F9DGOUujSpSkCTDJFm_NCw/h2/h001.IBiQyEK2gsQh601Lt4CCNJmdouUblrLmdEkV0jeUh9c
- **Reimagine your marketing**: https://link.mail.beehiiv.com/ss/c/u001.9_XB-4k6Nrrc6ncBAaCNNyNWJxjD8pCXgcugB6yuC7Hd4h5dtXocK__Jvb8wmKiv_RVJCaY4R8NU37l-Q-f9HBKO6lgoOVcpY4V2b3lEDvP0GG4W1e7zeF9wFsLl0P5Hap46poFLPctw92IDV8bMm9Gvc6GvW4u4mdUOM2Y3IQ_Th8nqpcp3M7mmWcGd_dw6TPzptZn3LgfjBdZ7uh8YRRithTJOT0rL1wTlSBpIZNk4aiPOhApXTrslbUvjc6zaJfXjt1k-sFL3jXAbJPF1utylDySQvXYIrFIBiR9SlEUdOWwzJUwR-any8MQ8NJJZ/4m6/F9DGOUujSpSkCTDJFm_NCw/h3/h001.27ynXJxAbsB9apIP1qcQRP2My1AB2eczOcx3ZCHYbH0
- **Claude just moved inside your company’s data**: https://link.mail.beehiiv.com/ss/c/u001.hbQ2BtZgQ9jpnkd17-sg7UowlRjHuW6JDNr-Pht3TzvHekwvh6nqL-ddtr9yAx0Kk3pJQc2U5Hwey2aRLC64GJcJhZgbV4l0EJj0lvlfkzWiD93P6gNd6kL4zBlvkr2Ldw2gRiusAisLDHaMhQ-VQTxJYU7O70AVm6rEKEfDrW3qMYzKV7acgsfgdTTCy4-9OxA4Mzo9fbzGaq4VOWousQ/4m6/F9DGOUujSpSkCTDJFm_NCw/h4/h001.FnhfOzFuSggW6hhCLx0tt6sBH1g8IemTrYm6XR0JPa8
- **IBM**: https://link.mail.beehiiv.com/ss/c/u001.0KcQLxvxuT0cjoAMOup5uGSuBjtH5HosPOF0Z4kg_jVxYt4FXzY5bWPHX6IXaCW-pDMTRoPR9k3ewxlH0q-cHS_VgLzj6h_XgKBVHjUfpubfy5EyCeU_n0w2AlABd3-x5R48DHERZzBRXxT-BT9x63fNWlLmDGL0fg_Ja-vowB-qXy6_DbeP1yg1tnM0vQ_B7ZFlDg2S1WjqlFqN2dTUsjVsYEx_vhOe_WPcBJ_yiwrU7qzowXW78daUgR6xGYLcV-2d8uFdVeZ3CMyiHf_ImA/4m6/F9DGOUujSpSkCTDJFm_NCw/h8/h001.K137l1XIEO-z3mhpE5OXvWe6vKSLtC4kgG0GoZGESm8
- **10 Prompts to Fix What AI Broke in Your Business**: https://link.mail.beehiiv.com/ss/c/u001.9_XB-4k6Nrrc6ncBAaCNNyNWJxjD8pCXgcugB6yuC7Hd4h5dtXocK__Jvb8wmKiv_RVJCaY4R8NU37l-Q-f9HBKO6lgoOVcpY4V2b3lEDvP0GG4W1e7zeF9wFsLl0P5Hap46poFLPctw92IDV8bMm9Gvc6GvW4u4mdUOM2Y3IQ_Th8nqpcp3M7mmWcGd_dw6TPzptZn3LgfjBdZ7uh8YRRithTJOT0rL1wTlSBpIZNn84NWf1JqiKtMEnpa77JLx3BqIlLabGknpFF1-xUnolllUU8sv5Bhrbg1x_Xu2sxtMprTVro80k67dFNbZQCCR/4m6/F9DGOUujSpSkCTDJFm_NCw/h9/h001.TCi2ShvUOpmYPWlv4jxB6FNe75kjxj5UzqkGG-kYCck
- **10 powerful AI prompts**: https://link.mail.beehiiv.com/ss/c/u001.9_XB-4k6Nrrc6ncBAaCNNyNWJxjD8pCXgcugB6yuC7Hd4h5dtXocK__Jvb8wmKiv_RVJCaY4R8NU37l-Q-f9HBKO6lgoOVcpY4V2b3lEDvP0GG4W1e7zeF9wFsLl0P5Hap46poFLPctw92IDV8bMm9Gvc6GvW4u4mdUOM2Y3IQ_Th8nqpcp3M7mmWcGd_dw6TPzptZn3LgfjBdZ7uh8YRRithTJOT0rL1wTlSBpIZNlwgTGrEhOrfH0aTQkkxMMzPTA2DvZUW-t_Em7JpKO_B61P91e3OQI_9Eet_kj6aygK_rlE9YOZize1p4TTdSq9/4m6/F9DGOUujSpSkCTDJFm_NCw/h11/h001.gRt6qUqj53tY7EzS24Msc5wku8l5796GoNB5KjxITdQ

I Lost 40 Pounds Using ChatGPT (SAVED $200/Month)

❗️The meal plans and workouts that actually worked...  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌

December 05, 2025   |   [Read Online](https://link.mail.beehiiv.com/ss/c/u001.Am4x4EGNsGpeb7n8Mnt4eNVP7YBCt3tcsDQCizzCgLalKnBj_88U_z8u4DkMhIQlgGl-gBICRHD74VLC-mNSUfWX611x7rFPvrceaYbaqZxM7CSrRKD1I-8DaCKaVT2KCZlFcNyc9Br-A7qUhTsMl_GW-qcwS8nBxbV1fizFpoes-a5RjGIZIfwitK8hRdi7v04br7DyVgFoxLC_AXM1BPGVQi98L1_C1673yeiLzTVUJbXEQ3BALjspFDQ_GGOZSVfjEYYlykXvrXwDAGP3a_O6KOlR7e1JeoMijpFTI5FVz1P47lUGZJM5NZj8bc7twwrg8Oc2hNhud_nxKfahkpJroGpt2HWSJvVpWSIIQ2X752xP8LGVq4ow5Z4DTB6fTqtQuFGnmWWOc8n7vMDpEBcL1kcq_NL

I Lost 40 Pounds Using ChatGPT (SAVED $200/Month)

## Daily ChatGPT

### Key Highlights
- The newsletter shares a personal story of losing 40 pounds using ChatGPT, saving $200/month, and provides a comprehensive guide on how to replicate this success.
- ChatGPT is utilized for creating personalized meal plans, workouts, and tracking progress, replacing the need for a personal trainer and nutritionist.
- The author saved $370/month by using ChatGPT instead of paying for a trainer, meal prep service, gym classes, and diet apps.

### Detailed Points
- The author lost 40 pounds in 6 months using ChatGPT for guidance on meal plans, workouts, and staying on track, without relying on Ozempic, surgery, or expensive programs.
- ChatGPT helped with:
  * Creating a meal plan based on specific calorie deficits and dietary restrictions.
  * Providing workout routines tailored to the individual's equipment, time, and fitness level.
  * Offering strategies for handling social situations and cravings.
  * Analyzing progress and adjusting the plan as needed.
- The author shares 10 specific prompts used with ChatGPT for weight loss, including:
  1. The Brutal Calculator: for calculating exact maintenance calories and deficits.
  2. The Meal Plan That Doesn't Suck: for creating a 7-day meal plan based on preferences and restrictions.
  3. The Restaurant Decoder: for finding low-calorie options at restaurants.
  4. The Excuse Destroyer: for overcoming excuses to skip workouts.
  5. The Progress Analyzer: for breaking through weight loss plateaus.
  6. The Craving Killer: for finding alternatives to satisfy cravings.
  7. The Workout Builder: for creating workouts based on available equipment and time.
  8. The Grocery List Optimizer: for planning groceries within a budget.
  9. The Social Situation Handler: for navigating social events while dieting.
  10. The Body Recomposition Calculator: for adjusting calories and protein to maintain muscle while losing fat.
- The author also used psychological prompts with ChatGPT, such as reminders of why they started and harsh truths to stay motivated.
- A significant aspect of the weight loss journey was the daily interaction with ChatGPT, using it to answer questions and provide solutions throughout the day.
- The newsletter concludes with an invitation to set up a "Weight Loss Coach" chat with ChatGPT and provides a first prompt to get started.

### Important Links
- **Read Online**: A link to read the full newsletter online, which provides more details on the author's journey and the use of ChatGPT for weight loss: https://link.mail.beehiiv.com/ss/c/u001.Am4x4EGNsGpeb7n8Mnt4eNVP7YBCt3tcsDQCizzCgLalKnBj_88U_z8u4DkMhIQlgGl-gBICRHD74VLC-mNSUfWX611x7rFPvrceaYbaqZxM7CSrRKD1I-8DaCKaVT2KCZlFcNyc9Br-A7qUhTsMl_GW-qcwS8nBxbV1fizFpoes-a5RjGIZIfwitK8hRdi7v04br7DyVgFoxLC_AXM1BPGVQi98L1_C1673yeiLzTVUJbXEQ3BALjspFDQ_GGOZSVfjEYYlykXvrXwDAGP3a_O6KOlR7e1JeoMijpFTI5FVz1P47lUGZJM5NZj8bc7twwrg8Oc2hNhud_nxKfahkpJroGpt2HWSJvVpWSIIQ2X752xP8LGVq4ow5Z4DTB6fTqtQuFGnmWWOc8n7vMDpEBcL1kcq_NLBn39ZASV0Qru485HbzTn13eluVaEkSDZEXllTIKu4hZ-D0ZGGTkeib-iR1TCBAU2l5KnQjphUErXOsEp5uzJUKX_71VPZs3M4CrlQPweVOA2JPogJfRUJBkUZc5YC2wgV-weLkzRGJhtAYYf7qOvFtkKiVOqAxj1EErOHsUua-qxEkm20VTTFCexPm7grWCniWMBZQHZ8qfb-5dfVsOQNe5mj-JCufptE0N8tvhY5VCp1Tenxfsm4n04GAGK9zKWuGQaF63XAHsPVjE9yAxQXqn5F2wVC0mw4mff4KWaCiSStx97rKNsgPbdxDdrWgQJI17Csfb4xmC9YVGJoF_niZq7iG8fITNK5vXRwei75x6COd7i--SAVwUeUlpVqqtvagmguywQdgvURgg6CsmDolUSn98mxyWRPEZEfYsg2dUMUSSaMU-W1sE9iM36S39O5vprL2b8HdsPhpAuDQEuCu2fEzlRMtvcljmzJEzW6tVkGjGaQiPXKjg/4m6/a1eYXU-kSxyFQglwjDI40g/h0/h001.tBp7NW2HCGmur69PFDANhXBx0aUJXXljDpltNKVQ48o
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- **Terms of Service**: A link to the terms of service for the Daily ChatGPT newsletter: https://link.mail.beehiiv.com/ss/c/u001.NFCAcQzUfL78_w-THugQFsnS1uTwuwdLONT1_RmktfiDjblZUVF85dH9T4JM9ebLTCG5Ci_Ne4rEu36rffoQcG14XURGvOVi5PlEg4P1bKc/4m6/a1eYXU-kSxyFQglwjDI40g/h3/h001.EbID_NWoXjK1dytfRHiGkbC_Q4I6qR32jtkMo2v3XBc

Wall Street says: Google Wins

Plus: Amazon’s agents go wild  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌

December 05, 2025   |   [Read Online](https://link.mail.beehiiv.com/ss/c/u001.1vWeu7WoJ32aYAErr2DWHSPqWFGXSwGKp9mvUFWEWm88upYKHpcoxSHxpKU5qpjyQ2TsFmO-GNgGLKfIJIrGF9bDxvKHG4vmb1c4Vq7kU4FLUwz6yD4qzPg63kASz5o-uefi01myUQXeLmxWMa5-0Y13Dx1lWjcU9Ni2eDEYoBOPLzn_TumKJQ6kz-eFi9YZcjOC4cNSjVvoSo2wRjfbqXR0eMv6ufuqh90eZ13Tw6SpSuE5Rbe-HIgs1lEmmaupqB8JUegjD-owrJe9bUmwDQ5WCaMfmV2mwKZybYKNzqL9ujhg9qxoIbd10VaDDrU__cWzVvVZ4m193f9jGOWuYMudT105vAm_JH8qUmaEmBPUBt08IfgrN6vgHuuoHMMCioCYeieTJ2gD6_Wdrr2E_HKC28BkyaUkh5Qt_MVfDb49qz7U0qdsvmkamrDzYJryhxmvmaM9J9U

Wall Street says: Google Wins

## FutureTools Newsletter

### Key Highlights
- Wall Street has declared Google the winner in the AI market, with its stock outperforming others due to the release of Gemini 3 and the potential of its custom TPUs.
- Amazon has unveiled a new class of "frontier agents" that can work for hours or even days without human input, tackling software development, security, and operations end-to-end.
- OpenAI's code red motion has been sounded, indicating a shift in its strategy and potential changes in the future of AI.
- The fight over who gets to regulate AI is ongoing, with attempts to introduce federal bans on state-level AI regulation failing.

### Detailed Points
- Google's Gemini 3 has been released, with benchmark wins and rising interest in its custom TPUs, making it a market leader in AI.
- Amazon's frontier agents include Kiro, an autonomous coding agent, AWS Security Agent, and AWS DevOps Agent, designed to work like full-fledged teammates.
- The introduction of these agents will change the craft of software development, shifting focus from writing every line of code to orchestrating agents and curating knowledge bases.
- OpenAI's code red motion may be a reaction to losing ground to Google, with potential improvements to ChatGPT and changes in its strategy.
- The failure to introduce federal bans on state-level AI regulation means that states will continue to fill the regulatory vacuum left by Congress.
- Other notable updates include Kling AI introducing Avatar 2.0, Google rolling out Gemini 3 Deep Think mode, and Yahoo debuting an AI system for real-time football recaps.
- Anthropic has released Interviewer, sharing insights from 1,250 professionals working with AI.
- Google has unveiled Workspace Studio to automate workflows and tasks using Gemini 3 AI agents.
- Amazon has added an Alexa Plus feature that lets Fire TV users jump directly to specific movie scenes.

### Important Links
- **Read Online**: https://link.mail.beehiiv.com/ss/c/u001.1vWeu7WoJ32aYAErr2DWHSPqWFGXSwGKp9mvUFWEWm88upYKHpcoxSHxpKU5qpjyQ2TsFmO-GNgGLKfIJIrGF9bDxvKHG4vmb1c4Vq7kU4FLUwz6yD4qzPg63kASz5o-uefi01myUQXeLmxWMa5-0Y13Dx1lWjcU9Ni2eDEYoBOPLzn_TumKJQ6kz-eFi9YZcjOC4cNSjVvoSo2wRjfbqXR0eMv6ufuqh90eZ13Tw6SpSuE5Rbe-HIgs1lEmmaupqB8JUegjD-owrJe9bUmwDQ5WCaMfmV2mwKZybYKNzqL9ujhg9qxoIbd10VaDDrU__cWzVvVZ4m193f9jGOWuYMudT105vAm_JH8qUmaEmBPUBt08IfgrN6vgHuuoHMMCioCYeieTJ2gD6_Wdrr2E_HKC28BkyaUkh5Qt_MVfDb49qz7U0qdsvmkamrDzYJryhxmvmaM9J9UrrKo-kkz2F5MbLLJp7wQCNtpzBlVsDB6xV-sC1vOdLCBWM2Z0jA7u6rknQL3Ig1Bie6KPDL7xcjT8cu01pSxWiNziQ8RtfROCVFAC_coOZATJqgn-vQ8-usMDyri8PsDF8NbIch69OjJD8zSn2IoJ-JefNzLbZcBsRPp1pR_IAN-y39h6zTCoEXZVCZB07ZuAOCGJFedn1DT0B-oMTtnn1eapSo1Xv29wIjW5nxFcQY3isCL9VVicVcecaKiX3nIcDJLy9pWbmwJGhrOpMLg9VqSArc1lD9WV0D0TkU7SMxfWWU8oGERxoqn27e8mXcy6CTNd3gWgarJ7PYgacaYZyEzv3QaZnxbraQDVxFiQDAxFhR-fHN182JmWLnRgsGjcFPcgCr1q-Al0ougpWYPLj8_PRLfaNOo/4m6/rLp315DlRQOJgycv7Zg5Xw/h0/h001.S77zhSa9UOpdYC5dnfNWQUxORDtHUaKL72dSwhT5MB4
- **exists**: https://link.mail.beehiiv.com/ss/c/u001.9VpQ6_CoETegIlqjbQNluMofZpX8YxfcmjrXBbi6KEwD3VcxpR-fvlX7P9Bi0lHHnwZr2ExDkyrM69aIu7Udw2h4bJEBXd6GbiHlbHj63xtpzEua2Mlo5ks0a7mI9VQ0M3HYrYnjjM-QPOeO9HYgT7NsLBOD3tlBWrYjtKwVHBk4Ouv62pZL26bn9npPrMli5S6Yes48rdw7pjk9IXX3PX3dez1w08LhYyZysxd2JulNIw9PfzZl4jZ2iCYuUgMw1r2MI_FdzCJ5tC496rX1Dv1zFnWTlpcW0c05-MvtGXc/4m6/rLp315DlRQOJgycv7Zg5Xw/h1/h001.tLRNy0644rV0ah_xXSIPk7yG_JTvCVLvAIUIuXzpafg
- **unveiled**: https://link.mail.beehiiv.com/ss/c/u001.foogUZjQT_ecBP_BLY5-xoY4jX6TvBNLx8ZOJPp2sfk4SeqovBneIkQ94YOONXKtfoxK17C-fK6XeUke-w_OWQfr2lODJ2JIKRPyQUza_SNFNrSJCNW5oV49HlAq2a5L1tiW-fxtKq8YfrtiNnOXaPYQvAc4foKK8v6QMFtftGnO_NkqxhIkhzjp0QCROCKe3gFTrq1Sx320Despy9meF-FjYqIMf2feffrcWkIilj93ORelSg8Z8HlQkjJluCChrZeAUbRKeA9WhxD2I7Krl0U7MiwovnvRqbYMvs7LNRhBy02n1LBq9ZwM7Qu9RR0UC937pjolfYwDJAASi1YhEetdTHStlSs8RFuNZfAuOAA/4m6/rLp315DlRQOJgycv7Zg5Xw/h2/h001.fpKyU0H5K9QVDA9BRsl0jwsH8yh5wAGiLjP4kLJGscg
- **claimed**: https://link.mail.beehiiv.com/ss/c/u001.9VpQ6_CoETegIlqjbQNluIuLn6J33rZNHr2JHJ_gEvgpplLjWbt-pEXGyeGBO8ihTLur_7XdSAWwzGSWLvmBzELLRHhPmYdETSDgGQa9LnrG3pfjpAVbNN3IGhVKUKOvjucGG7JiqqfX_Nq-noyLOaWkMG9-5EqdzKwT8qwVNIeH1Wqd8WzF1Tl8Mp6e0349dBnGWVepY52-jW4tdH-jy0PPWW85bO7uPELsQDOICBZDMfQ6QhCNJAKFggPQDHG3HbFD_nOTYoxsDlLSuu5qR2i6aaBfvTvvitqpcy1hDrQ/4m6/rLp315DlRQOJgycv7Zg5Xw/h3/h001.PQecLT87SZW6RjrXdgfhVyRqtnk_0drnTnEuTgWSkys
- **suddenly**: https://link.mail.beehiiv.com/ss/c/u001.9VpQ6_CoETegIlqjbQNluIuLn6J33rZNHr2JHJ_gEvhGB9t9OTQJb7w7-090mJhue7MDTU6U8pHFFY_SAkb9qWLe1SHmcM5Tg0i62ETV9CBOQD-pXp--9fNCMtQDFwiKaF9UER2tRqYzdVbEsGI1EdNxDQgKNe-Yirg-Qkgs7I7B6g4Gh5cYoPyNfTG5A6xDxE728BBf--knRxfUv-dD26kFeKWb5lkLaMEmMKbhK0T1OfCrh4SVEY8XQSoCbMLTQsUVySE8vdmbGVAKWPsJsBPNqjinrEYuOM5Qz5DJGGZRnLGPt2Dj-t7Ln-opq3ZTJXBQL5GLCi6Y4gIDygYkxm-Om0pOecvcnRZ4VW9FYD0/4m6/rLp315DlRQOJgycv7Zg5Xw/h4/h001.miBTSEtpjb-nndqfyobrVzuWmSKSGdo91fh-AoFEpoI
- **failed…**: https://link.mail.beehiiv.com/ss/c/u001.Gj3csebgiShYv1qyDhNKBAgzM0UFWYwA1b1rGp8OySySGnPTm_nZHgKdfdS55NeQe00cjl0EIXCL4iSbDIfBm27pOUKqsF-xIfpHkTXrfluavycnYrOmxhJgsjXZ4jv7PPe_2UI1rUQdM9m5AXhabLlyPJbHJok9EXl_E3ECmaKxAbG2sEuki6RkqK_0b9dmdb_-7Q1B1Sn1vERTLUCHyQ4BktESUkmWDmLz72MKiILUgVTrdk9xOrQYcSn41ZpmvccPeDrruJGew5KJfen6mISLsYZKg8hEV-_eO-ROjVp0a_5hvcvqQXVY0EnGKuxBPeC5rUsJY_2UKDwZInHHiw/4m6/rLp315DlRQOJgycv7Zg5Xw/h5/h001.JMWLiuJcbsx_XmOVMp3rP3YQ_x-P1L9sKP1AcunCrzM
- **Click here to try**: https://link.mail.beehiiv.com/ss/c/u001.fWiYBhDQKyvSDlUWQLuNVB9RzUUac9ESuEcGBMJpb4pZa8c4-M5kZ6tfNhONQrlE8OLFBQ1nO0N0oIi5d_6DD_wLKFaaPKZ1RE03byE6_q7KCmVV-1H7O1EGyBjkKSnnqcw4EUk8QNiex3JkRZ3swIrdxSR1DOK1h2ec55HG-1gI8BsxIcIQW3OOdTRkXMI5OLsBZ17d-i-1Dqspqm98SFn4nMHL11Ch5Vz2_7gxx-kUkcJ68GbvzoJGtWuaUXKi/4m6/rLp315DlRQOJgycv7Zg5Xw/h6/h001.8FBsFZAfixHWgE1O7yPrfGhLKjxjfyC9J6DBIeb2NGE
- **Check it out**: https://link.mail.beehiiv.com/ss/c/u001.foogUZjQT_ecBP_BLY5-xoBxzOdoR6SJfRtfUdEdWBoB-r6Q4ukzympy-vY1wvOScwNbrysRlc2DG8J-3S83hNQOZ5Fj7fWx3rnsLUyV7CFt0NMNsBrYslML9UZO-7e4PYSRL7T9QixiibtvpkhIAIp27vl_OtBxaX2TCRFddfSjSSJHo1PoCK3v2okEzPYWxiY2MtNct31IYbcxSd-o3JxYLem7RP-4iDadPyXc4aNMr4314faH6Vc8LFSBi_MQ/4m6/rLp315DlRQOJgycv7Zg5Xw/h7/h001.g3R3eJ80EbzuTjqvhHz7uF0t3oc1bZ8p9eH35zRYo4I
- **introduces**: https://link.mail.beehiiv.com/ss/c/u001.Br91CFRbNM2V3Y2u4FDqEMkDxgngqgr74V7AahqV7oPfVL5glUO-DIJzkn6cJLNSARzPFYiEAI22kJqfO-x3A_lRESA6X23g2HBwAw0WisFtifpojEuCL9Oh3ebI_gDI7VXfUuArqUEsfVZkP0oiC2xqkGgb54xhpWfLdKtQhp1YDE8EERkvjaE7V2-778xxvOA5t-ZI6vnGto4mmvSZ2A/4m6/rLp315DlRQOJgycv7Zg5Xw/h8/h001.j0TPZGzVgHQIhIibfq7c1ZR8NWwPjxLqQEoP9VjpCPU
- **rolls**: https://link.mail.beehiiv.com/ss/c/u001.X1k881dlDAjyXDrS07g_eEis_r8H6rqzMgCzF_OFA0rekPaqprBU-L8W0_WjM9667HXPzk5Me7igPgZaOUn_puKTjGUukVInJHnDV0LQHxhj8zWRsiknE0U0GQf-rvBkyHGhmdXcsY9ekj6TKStiHqtvZL1wphFKn-vstsO0MYYsG2GFfGWfzOrjnDeuJm_mEpnay2pWPIwhOled3X7DEw/4m6/rLp315DlRQOJgycv7Zg5Xw/h9/h001.-j8rI3vZgrZc4ih66anMc7G4VzMFN6Wgj9fBYJhKn0A

# Daily AI Newsletter Digest - 6/12/2025

## 🔥 Top Stories
- Google's Gemini 3 Deep Think mode is now available, offering enhanced reasoning capabilities for complex problems.
- Anthropic is preparing for an initial public offering (IPO) in 2026, signaling a significant milestone for the company.
- OpenAI has introduced "Confessions," a method that allows models to admit to reward hacking, providing a diagnostic lens into their behavior.

## 🤖 AI Models & Research
- Anthropic has debuted a large-scale AI interview tool, which ran 1,250 automated interviews to study how professionals use and feel about AI.
- Researchers have published a paper exploring the use of generative AI for predicting 2D and 3D wildfire spread, moving beyond traditional physics-based models and deep learning approaches.
- Google DeepMind's mechanistic interpretability team has shifted its focus from full neural network reverse-engineering to "pragmatic interpretability," emphasizing proxy tasks for measurable progress on AI safety and alignment.

## 🛠️ Tools & Products
- ImageGen.ai has been introduced as an AI agent specifically designed for business use cases, allowing teams to create professional visuals without requiring extensive design skills.
- Base44 is an AI platform that can build apps based on user descriptions, with no coding required.
- Proton has launched Proton Sheets, an end-to-end encrypted spreadsheet tool, as a private alternative to Google Sheets and Microsoft Excel.
- Amazon has unveiled a new class of "frontier agents" that can work for hours or even days without human input, tackling software development, security, and operations end-to-end.

## 📰 Industry News
- Meta plans to slash its metaverse budget by 30% next year, shifting focus towards AI development.
- The EU has opened an antitrust investigation into Meta over its decision to ban third-party AI chatbots from its WhatsApp Business API.
- Chicago Tribune is suing Perplexity AI for allegedly scraping and reproducing its news content without permission.
- Amazon's Trainium chips are gaining traction, with the company reporting multibillion-dollar revenue and over 100,000 customers.

## 📚 Resources & Learning
- A guide from You.com breaks down the evolution of agent management, highlighting five stages for building a successful AI agent.
- The PACER framework is introduced to categorize information into five types for effective retention: Procedural, Analogous, Conceptual, Evidence, and Reference Information.
- Anthropic has partnered with Snowflake to bring its AI models, Claude Sonnet 4.5 and Opus 4.5, directly into the cloud platform, allowing companies to run multimodal data analysis and build custom agents.

Total Newsletters: 18

## OpenRouter Newsletter

### Key Highlights
- OpenRouter has launched **Broadcast (beta)**, a feature that allows users to automatically send traces from their OpenRouter requests to external observability platforms without additional code.
- Broadcast currently supports six integrations, including Braintrust, Langfuse, Weights & Biases - CoreWeave, Datadog, OpenTelemetry Collector, and Amazon S3.
- The feature enables monitoring, analytics, and simplicity for product, data science, and engineering teams by integrating with existing observability workflows.

### Detailed Points
- **Broadcast** is designed to provide a simple way to send traces to external platforms, allowing teams to monitor and debug production issues faster, track and analyze usage and cost over time, and integrate with existing workflows without extra work or latency.
- The feature includes options for filtering traces by API key and defining sample rates for each destination.
- Supported destinations include:
  * Braintrust
  * Langfuse
  * Weights & Biases - CoreWeave
  * Datadog
  * OpenTelemetry Collector
  * Amazon S3
- OpenRouter plans to continuously add new features to Broadcast, including:
  * _Data Governance_: Removing PII and GDPR data before sending traces to destinations.
  * _Advanced filtering_: Cutting costs by only sending specific traces to each platform.
  * _Replay_: Recent traces to different destinations.
  * _Exports_: Exporting trace data to JSONL, Parquet, or CSV.
  * _Destinations_: Adding 25+ more destinations.
- To use Broadcast, users can visit their settings page and connect to any of the supported platforms.
- A pro tip mentioned is the ability to associate traces with specific users or sessions in the application, with more information available through a provided link.

### Important Links
- **Broadcast**: https://email-v3.openrouter.ai/e/c/eyJlbWFpbF9pZCI6ImRnU0VfUW9EQVBEOEd1XzhHZ0dhNjQ1OTdIOUI2NG9iSEQxLUdWND0iLCJocmVmIjoiaHR0cHM6Ly9vcGVucm91dGVyLmFpL2RvY3MvZ3VpZGVzL2ZlYXR1cmVzL2Jyb2FkY2FzdC9vdmVydmlldz91dG1fY2FtcGFpZ249QnJvYWRjYXN0LUJldGEtUmVsZWFzZVx1MDAyNnV0bV9jb250ZW50PUJyb2FkY2FzdC1CZXRhLVJlbGVhc2VcdTAwMjZ1dG1fbWVkaXVtPWVtYWlsX2FjdGlvblx1MDAyNnV0bV9zb3VyY2U9Y3VzdG9tZXIuaW8iLCJpbnRlcm5hbCI6Ijg0ZmQwYTBlY2ZhYjAxZjBmYzFhIiwibGlua19pZCI6NzczfQ/9f1f0b834f521cbceef37840c176a9362da8538efbaa56a8a4c3d711c674c69b
- **Braintrust**: https://email-v3.openrouter.ai/e/c/eyJlbWFpbF9pZCI6ImRnU0VfUW9EQVBEOEd1XzhHZ0dhNjQ1OTdIOUI2NG9iSEQxLUdWND0iLCJocmVmIjoiaHR0cHM6Ly9vcGVucm91dGVyLmFpL2RvY3MvZ3VpZGVzL2ZlYXR1cmVzL2Jyb2FkY2FzdC9icmFpbnRydXN0P3V0bV9jYW1wYWlnbj1Ccm9hZGNhc3QtQmV0YS1SZWxlYXNlXHUwMDI2dXRtX2NvbnRlbnQ9QnJvYWRjYXN0LUJldGEtUmVsZWFzZVx1MDAyNnV0bV9tZWRpdW09ZW1haWxfYWN0aW9uXHUwMDI2dXRtX3NvdXJjZT1jdXN0b21lci5pbyIsImludGVybmFsIjoiODRmZDBhMGVjZmFiMDFmMGZjMWEiLCJsaW5rX2lkIjo3NzR9/60b36b30f1c95563493c84135685f29917d1bcd9c8699bed88f2c178e1d797b0
- **Langfuse**: https://email-v3.openrouter.ai/e/c/eyJlbWFpbF9pZCI6ImRnU0VfUW9EQVBEOEd1XzhHZ0dhNjQ1OTdIOUI2NG9iSEQxLUdWND0iLCJocmVmIjoiaHR0cHM6Ly9vcGVucm91dGVyLmFpL2RvY3MvZ3VpZGVzL2ZlYXR1cmVzL2Jyb2FkY2FzdC9sYW5nZnVzZT91dG1fY2FtcGFpZ249QnJvYWRjYXN0LUJldGEtUmVsZWFzZVx1MDAyNnV0bV9jb250ZW50PUJyb2FkY2FzdC1CZXRhLVJlbGVhc2VcdTAwMjZ1dG1fbWVkaXVtPWVtYWlsX2FjdGlvblx1MDAyNnV0bV9zb3VyY2U9Y3VzdG9tZXIuaW8iLCJpbnRlcm5hbCI6Ijg0ZmQwYTBlY2ZhYjAxZjBmYzFhIiwibGlua19pZCI6Nzc1fQ/aad9ae3b39c835d051de5dd7f3acdd7c76a16d56920005b2ae4f8c239e4d2d51
- **Weights & Biases - CoreWeave**: https://email-v3.openrouter.ai/e/c/eyJlbWFpbF9pZCI6ImRnU0VfUW9EQVBEOEd1XzhHZ0dhNjQ1OTdIOUI2NG9iSEQxLUdWND0iLCJocmVmIjoiaHR0cHM6Ly9vcGVucm91dGVyLmFpL2RvY3MvZ3VpZGVzL2ZlYXR1cmVzL2Jyb2FkY2FzdC93ZWF2ZT91dG1fY2FtcGFpZ249QnJvYWRjYXN0LUJldGEtUmVsZWFzZVx1MDAyNnV0bV9jb250ZW50PUJyb2FkY2FzdC1CZXRhLVJlbGVhc2VcdTAwMjZ1dG1fbWVkaXVtPWVtYWlsX2FjdGlvblx1MDAyNnV0bV9zb3VyY2U9Y3VzdG9tZXIuaW8iLCJpbnRlcm5hbCI6Ijg0ZmQwYTBlY2ZhYjAxZjBmYzFhIiwibGlua19pZCI6Nzc2fQ/e3288d34978a11134869bf6a5d61b5883ec94c00042229b0d18a2e870cfa9c82
- **Datadog**: https://email-v3.openrouter.ai/e/c/eyJlbWFpbF9pZCI6ImRnU0VfUW9EQVBEOEd1XzhHZ0dhNjQ1OTdIOUI2NG9iSEQxLUdWND0iLCJocmVmIjoiaHR0cHM6Ly9vcGVucm91dGVyLmFpL2RvY3MvZ3VpZGVzL2ZlYXR1cmVzL2Jyb2FkY2FzdC9kYXRhZG9nP3V0bV9jYW1wYWlnbj1Ccm9hZGNhc3QtQmV0YS1SZWxlYXNlXHUwMDI2dXRtX2NvbnRlbnQ9QnJvYWRjYXN0LUJldGEtUmVsZWFzZVx1MDAyNnV0bV9tZWRpdW09ZW1haWxfYWN0aW9uXHUwMDI2dXRtX3NvdXJjZT1jdXN0b21lci5pbyIsImludGVybmFsIjoiODRmZDBhMGVjZmFiMDFmMGZjMWEiLCJsaW5rX2lkIjo3Nzd9/a5c69d276d5043d51d068384cb5e5f50e5f101776083ec69d77083905b136e25
- **OpenTelemetry Collector**: https://email-v3.openrouter.ai/e/c/eyJlbWFpbF9pZCI6ImRnU0VfUW9EQVBEOEd1XzhHZ0dhNjQ1OTdIOUI2NG9iSEQxLUdWND0iLCJocmVmIjoiaHR0cHM6Ly9vcGVucm91dGVyLmFpL2RvY3MvZ3VpZGVzL2ZlYXR1cmVzL2Jyb2FkY2FzdC9vdmVydmlldz91dG1fY2FtcGFpZ249QnJvYWRjYXN0LUJldGEtUmVsZWFzZVx1MDAyNnV0bV9jb250ZW50PUJyb2FkY2FzdC1CZXRhLVJlbGVhc2VcdTAwMjZ1dG1fbWVkaXVtPWVtYWlsX2FjdGlvblx1MDAyNnV0bV9zb3VyY2U9Y3VzdG9tZXIuaW8iLCJpbnRlcm5hbCI6Ijg0ZmQwYTBlY2ZhYjAxZjBmYzFhIiwibGlua19pZCI6NzczfQ/9f1f0b834f521cbceef37840c176a9362da8538efbaa56a8a4c3d711c674c69b
- **Amazon S3**: https://email-v3.openrouter.ai/e/c/eyJlbWFpbF9pZCI6ImRnU0VfUW9EQVBEOEd1XzhHZ0dhNjQ1OTdIOUI2NG9iSEQxLUdWND0iLCJocmVmIjoiaHR0cHM6Ly9vcGVucm91dGVyLmFpL2RvY3MvZ3VpZGVzL2ZlYXR1cmVzL2Jyb2FkY2FzdC9vdmVydmlldz91dG1fY2FtcGFpZ249QnJvYWRjYXN0LUJldGEtUmVsZWFzZVx1MDAyNnV0bV9jb250ZW50PUJyb2FkY2FzdC1CZXRhLVJlbGVhc2VcdTAwMjZ1dG1fbWVkaXVtPWVtYWlsX2FjdGlvblx1MDAyNnV0bV9zb3VyY2U9Y3VzdG9tZXIuaW8iLCJpbnRlcm5hbCI6Ijg0ZmQwYTBlY2ZhYjAxZjBmYzFhIiwibGlua19pZCI6NzczfQ/9f1f0b834f521cbceef37840c176a9362da8538efbaa56a8a4c3d711c674c69b
- **Settings**: https://email-v3.openrouter.ai/e/c/eyJlbWFpbF9pZCI6ImRnU0VfUW9EQVBEOEd1XzhHZ0dhNjQ1OTdIOUI2NG9iSEQxLUdWND0iLCJocmVmIjoiaHR0cHM6Ly9vcGVucm91dGVyLmFpL3NldHRpbmdzL2Jyb2FkY2FzdD91dG1fY2FtcGFpZ249QnJvYWRjYXN0LUJldGEtUmVsZWFzZVx1MDAyNnV0bV9jb250ZW50PUJyb2FkY2FzdC1CZXRhLVJlbGVhc2VcdTAwMjZ1dG1fbWVkaXVtPWVtYWlsX2FjdGlvblx1MDAyNnV0bV9zb3VyY2U9Y3VzdG9tZXIuaW8iLCJpbnRlcm5hbCI6Ijg0ZmQwYTBlY2ZhYjAxZjBmYzFhIiwibGlua19pZCI6Nzc4fQ/93c120e6409d277a44a8fba20771d36b27c1d52a1d9073d0a26ab4d2ee025563
- **Here (for associating traces with users or sessions)**: https://email-v3.openrouter.ai/e/c/eyJlbWFpbF9pZCI6ImRnU0VfUW9EQVBEOEd1XzhHZ0dhNjQ1OTdIOUI2NG9iSEQxLUdWND0iLCJocmVmIjoiaHR0cHM6Ly9vcGVucm91dGVyLmFpL2RvY3MvZ3VpZGVzL2ZlYXR1cmVzL2Jyb2FkY2FzdC9vdmVydmlldz91dG1fY2FtcGFpZ249QnJvYWRjYXN0LUJldGEtUmVsZWFzZVx1MDAyNnV0bV9jb250ZW50PUJyb2FkY2FzdC1CZXRhLVJlbGVhc2VcdTAwMjZ1dG1fbWVkaXVtPWVtYWlsX2FjdGlvblx1MDAyNnV0bV9zb3VyY2U9Y3VzdG9tZXIuaW8jb3B0aW9uYWwtdHJhY2UtZGF0YSIsImludGVybmFsIjoiODRmZDBhMGVjZmFiMDFmMGZjMWEiLCJsaW5rX2lkIjo3Nzl9/3ee9f3751ee629a04e3887a57a0513fc762308bb0a0c6a29648877a5ebf9a612
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## The Image Generator That *Gets* Your Business

### Key Highlights
- Dharmesh introduces ImageGen.ai, an AI image generator specifically designed for business use cases, which can create professional-looking images such as infographics, timelines, and presentation slides.
- ImageGen.ai uses Google's new Nano Banana Pro model, which understands the visual world and can generate images with good design sense, spacing, alignment, layout, text, and color palettes.
- The tool allows users to create custom generators with their brand guidelines, reference images, and style instructions, making it easy to generate on-brand images.

### Detailed Points
- Dharmesh discusses the limitations of traditional image generators, which can be time-consuming and often produce low-quality images that require significant editing.
- ImageGen.ai addresses these limitations by allowing users to upload reference images, pull from their Favorites, or grab elements from their Visual Element Library, making it easy to create consistent branding.
- The tool also enables users to create Custom Generators, which are templates with brand guidelines, reference images, and style instructions baked in, allowing teams to create on-brand images quickly and easily.
- Dharmesh shares an example of using ImageGen.ai to create an infographic showing HubSpot's product releases on a timeline, highlighting the tool's ability to generate high-quality images with minimal input.
- ImageGen.ai is currently free to use and requires an Agent.ai account to access.
- The tool has various features, including the ability to revise generated images with simple text prompts, making it easy to iterate and refine the output.

### Important Links
- **Read Online**: https://link.mail.beehiiv.com/ss/c/u001.OmvVQoGRxXyFopAr2m0tC_JdbHNBRd8n11luFy6QsdkOFn4Qz9ECE2pEwMGLtIPr3jKATKZYvgYDQua9JrC2R7a7_CyYIjSSm9XfO5f8nKWww5BJ_o3AAmDbtJCTw0S5yH61xhjjQTTy4Gro1ZLsxsP3RdDLFOaZPhSf5sojw4Ak5Lm0EVqlmjb7U7r1_g7wI9NvAppcUesG598goDja4gO4LWvTxDEI_JFQlTmvp2a9TYc4ccHmpRGC77BkTOEHwrrPq5uvE0osC7rVKWNIlhqt0HrHksrg6EtKH58Plr9JAInGb9-shAx-puMg5pQ-ledb2ANzJ2nFT1PSy8i0FINQFeCYe89cKjyyumlI4gpV0O4JMF3uTIRjkrBTbP0EBtVJjpl2mTpt9QbDrRzn0cHGAMDsB9WxTlr_jtX7FfX2-O8GhiIjlNqOgDnU5wNtDjvcY5u1RPMnAny43_hKq56K2KfDPncppYq_PEXxuDM_fBeTHHGSMm-pHqM2rqEq_h7QgBY2JntKe1rQB-aMZ77Rzd9NtYtbxPdUGRMIfbSHKEs8cKlz9CK2rsIV4XlTq_nNka13bRQ851nEU995NsqU51NvyLRQ-ExfGLLbSHnQ7A_pRB9H3Ja-I9iFuyns7ToRqmMLr2mNVrquZgWTElgejiEIZVLrhnVvLE4_oiEa9ZbPNMUaZ857wWvOuPapsL86PPE2HNEjoJ4tKFQ8EK53AyZIlRNXLUL5OYALpqxmlgst1gguz8pUXa_2FLNmrZGF6_yD3r71zSFLnahaukBRoBlAylmp6L3qhUOvDPY0nW29TE_BjYY8-6zbLnlG7kVXUWNXsH_s8yHrO8NvVUlf_jAGZe9f-5QJetQtMy0/4m5/3iIUwdcGSPiiCJxIO6sMdA/h0/h001.rsyp0ip8cfuz_138m6IymVP-bZUdb6kH1bEKuZeEwaw (Read the full newsletter online)
- **ImageGen.ai**: https://link.mail.beehiiv.com/ss/c/u001.VPi6Y0lRnnfLGQmLSO3txeppb9y9Y8W4jFs9sTrtGcGs1IszNkhHNTliXwXIM58MXF0l5_qhqr_20AaV7lpe8l351piMPSOMTMn_oMdLfgzM-krmNRj02rKDKheHoLv8H4AkUP_0-2vyswZvXz-M2zegSk6JtKqvDffEokL-nHSCFlfrepq4rNtzGell6TLmzJPkWBHxThti5jHAT5dEev-cWQT4QFRA49fOirj6ooo/4m5/3iIUwdcGSPiiCJxIO6sMdA/h2/h001.PqXGF9RH42sQJdwHBOavEBLJqZfJqRprNFY5fav4lUE (Access ImageGen.ai, the AI image generator)
- **@dharmesh**: https://link.mail.beehiiv.com/ss/c/u001.gqNxEDu3Wrtx5CrlQO6qn2a-pzI0iQLenmkKyohlzEWPoAu4wZkD4YHKXnmgsyuK_pbMJkXo1s0Qe2PQhcuO0YrdzhViSwF7OXRdbyuQK-oMfXqLEGI9kCAzLklOx4edt1jc5MeYRLxR8wP7o0QJ44NrWNZx6HJOkgd3BUWUqXPhW3-zN6xKSxoVLL8vQjBLgO94OSdNotbPT9C7kA5UYRxS8PX2T_0vKqSftTu8VD4Zo1WdgXWpRuzF6SoV8Hc0/4m5/3iIUwdcGSPiiCJxIO6sMdA/h3/h001.kbm3j6XHpgPIeQZ_djokRsyLwaKtchnp7ClRI5TiAuY (Follow Dharmesh on social media)
- **Generated with ImageGen.ai**: https://link.mail.beehiiv.com/ss/c/u001.VPi6Y0lRnnfLGQmLSO3txeppb9y9Y8W4jFs9sTrtGcGs1IszNkhHNTliXwXIM58MXF0l5_qhqr_20AaV7lpe8l351piMPSOMTMn_oMdLfgzM-krmNRj02rKDKheHoLv8H4AkUP_0-2vyswZvXz-M2zegSk6JtKqvDffEokL-nHQyak3Co_MX4txJjU5D49WOl5Zu9MdZTqYm4uD1f4FW9AnYrcejiaHMuNKO5jcpMuc/4m5/3iIUwdcGSPiiCJxIO6sMdA/h5/h001.keZ9AB2D29cYYqp7YvJhzth76Pz9GdOkBumScJHSy54 (Example of an image generated with ImageGen.ai)
- **ImageGen.ai**: https://link.mail.beehiiv.com/ss/c/u001.VPi6Y0lRnnfLGQmLSO3txeppb9y9Y8W4jFs9sTrtGcGs1IszNkhHNTliXwXIM58MXF0l5_qhqr_20AaV7lpe8l351piMPSOMTMn_oMdLfgzM-krmNRj02rKDKheHoLv8H4AkUP_0-2vyswZvXz-M2zegSk6JtKqvDffEokL-nHQvgGL6ZjIwzzivHD_JIK_0XDw_GT59Nr2f5CMoh7lLT8EQct7Ydu8qLeZXMV4cDDI/4m5/3iIUwdcGSPiiCJxIO6sMdA/h6/h001.7Ig7bJjowJZI5-NEz-zYWfeZDM4xKU_-goPaURQq5DQ (Access ImageGen.ai to generate professional-looking images)
- **post**: https://link.mail.beehiiv.com/ss/c/u001.OmvVQoGRxXyFopAr2m0tC77hysAD_rYNAFA2-FW7fN_uzJcAXxnlO4eGR17mhEgOX0eWx8nZ5nBVuY9QTWZ4LJnen-I5fnZR-T8IQQCSeP2A3MzziQkclgBlbK4DRCsdChb4mG8wywDZz59MfvEbIBP7GyQULjJz6PgNPRC7dpTUJYBzRfO1b5JwuTocso5iOBQLwvNnS-K7tjidi86EOl9qQLbRFshoXa7yfmNJYFwbxgV4EtSEcj2_jYShfKPtWY2-Vplxo5e92fMl5HCCY1UEA7lmbcLWncE-HgHBRLTh8V2aY4J8vfavWOJ4zRKrVRdA6XmW9BKaWPieB3FF1r25tXqIimUTevb5UeYSbkz3RDlA9IEzOv2Gk87KUZ2fKpGz3sN5rNAiCMKhaaU3oiqPbrV5pyBjCQnCB8Q_3Nzj08urWkAzRQJiZ-o6_YFzf1mM4UHjgLj2q5Cnl7fW9wADJIBHemIUwIZtOsXe6XyCuykkCdK-pZFUyRH0XccFXRz_dRCMRV41Mf9Z4VXrJylDm61knWnK0ud6CjdW6Iqr1PvZHGvwZKvmqGQ38LDk2jMeV4hrBrxO8TdkipprU1ebZQ84ky9h7Z89ekzq6upBY9LT0hKoi_3Kf-azlPTO6q9Z6WmIieuMIteZ6nNrrI_gZJF7r2XXeDHQ6kNk72Mzu1R6LR9a8NQ1Rlpc0OsqSCeqsvcVDMnIFEknwkUDlWUS54N2plsf2Gf9_-cJXJvYqbTO-mDK05ShclBv1YwvJN55NTbJX7Wvl_iPvPg4IcbcJtceYQeBO6_0gwiSKOlkgaWxyeJKYv5Lm-0t8b-GCCQ3phHwnsXMua7LN0FPWqigT1nh9yM8maLXGyiXAm8/4m5/3iIUwdcGSPiiCJxIO6sMdA/h7/h001.Hr37pJUdaJTev-6tzaPNSFU-2C0i50Vgf0Zix2Pmcdw (Previous post on AI developments)
- **Screenshot from ImageGen.ai**: https://link.mail.beehiiv.com/ss/c/u001.VPi6Y0lRnnfLGQmLSO3txeppb9y9Y8W4jFs9sTrtGcGs1IszNkhHNTliXwXIM58MXF0l5_qhqr_20AaV7lpe8l351piMPSOMTMn_oMdLfgzM-krmNRj02rKDKheHoLv8H4AkUP_0-2vyswZvXz-M2zegSk6JtKqvDffEokL-nHRnHsyLxvcHNTUeC3gbtoo7UMKCGwXIr7NLa1o6UIoVe0gFZwK2sJg_pm_mFhC-fgw/4m5/3iIUwdcGSPiiCJxIO6sMdA/h8/h001.LSRdO6oY7M1dQXwDWCpanLzC4b1i7i7rfS2IPymdWz4 (Example screenshot from ImageGen.ai)
- **ImageGen**: https://link.mail.beehiiv.com/ss/c/u001.VPi6Y0lRnnfLGQmLSO3txeppb9y9Y8W4jFs9sTrtGcGs1IszNkhHNTliXwXIM58MXF0l5_qhqr_20AaV7lpe8l351piMPSOMTMn_oMdLfgzM-krmNRj02rKDKheHoLv8H4AkUP_0-2vyswZvXz-M2zegSk6JtKqvDffEokL-nHR9Dy4RjDhmKteiueqvYcOKGIPso3TRD0xOoBR05nFAas55ISoCEcABBsZ-xybgzhY/4m5/3iIUwdcGSPiiCJxIO6sMdA/h9/h001.ZLrciyGpQMr4nkPxEwSf2CgUCqjWxWVbd7YbN2bj4tQ (Learn more about ImageGen)
- **ImageGen.ai**: https://link.mail.beehiiv.com/ss/c/u001.VPi6Y0lRnnfLGQmLSO3txeppb9y9Y8W4jFs9sTrtGcGs1IszNkhHNTliXwXIM58MXF0l5_qhqr_20AaV7lpe8l351piMPSOMTMn_oMdLfgzM-krmNRj02rKDKheHoLv8H4AkUP_0-2vyswZvXz-M2zegSk6JtKqvDffEokL-nHTqYC5TNj-ziCOCE7qarY13iouCsxGGBjvr_jt1EmgJJ8CJ4Lh-EeOiJkD6fNlsU50/4m5/3iIUwdcGSPiiCJxIO6sMdA/h10/h001.wwsWOPvXrjYl7gwCMWTALS7qooGkw9QwapX7rWSffKs (Start using ImageGen.ai)
- **CompanyResearch.ai**: https://link.mail.beehiiv.com/ss/c/u001.tV0YntSOseNM14zQ3e3N51H12WoqARpKBT6eWFPHf1YRdsntrD_fNBEpD8JJm9L7ZZz3pdT4yst2mC4b1Kq6MVSKWDTI7PXLcpMUif1HVIaD_BMjaNX1HD8LgFZ45HutFt9X4y8qrfo8NqVc8pJWeMT-1y_qGEJlFR_sCt1BLZBusJjswXEaVMFHqNMzXKcnT2D0XjMhnm3QkSwybkY4O7VQgBmsE4AMvir4JLb_XeFVDQwQPy48gXEV8hFHDVpj/4m5/3iIUwdcGSPiiCJxIO6sMdA/h11/h001.3-02Of-OnGg01R-F4XDrLZuOj2QI2eI8A55SBS6pni4 (Learn more about CompanyResearch.ai)

## Learning Drop

### Key Highlights
- Dr. Justin from iCanStudy shares a system to improve retention of read information, which he has used for over 7 years.
- The system focuses on balancing two critical stages of reading: Consumption and Digestion.
- The PACER framework is introduced as a method to categorize information for effective retention.
- Studies suggest that up to 90% of what we read is forgotten if not properly processed.

### Detailed Points
- Dr. Justin emphasizes that merely consuming information is not enough; the digestion phase, where information is processed and stored in long-term memory, is crucial for retention.
- He explains that a common mistake is focusing too much on consumption without enough digestion, leading to forgetting most of what is consumed.
- The PACER framework categorizes information into five types: 
  * **P – Procedural Information**: "how-to" type of information, best learned through practice.
  * **A – Analogous Information**: information connected to something already known, best learned by creating and critiquing analogies.
  * **C – Conceptual Information**: facts, theories, and principles, best learned using mapping techniques like mind mapping.
  * **E – Evidence Information**: detailed facts and statistics, best learned by storing and rehearsing through recall and application.
  * **R – Reference Information**: specific details that don't require deep understanding, best learned using spaced repetition systems.
- Dr. Justin invites readers to try the PACER system with their current reading materials and share their experience.
- He mentions a video he made on this topic, which received 700k views in the first 30 days.

### Important Links
- **Video on the PACER system**: https://email.mg.icanstudy.com/c/eJxsk11zqyoYhX8N3tlBJH5ccBGbmvQkrWl68tHcZFBArQIWMY399Wfs3nNmz-zevi-LNTxrUVxqRm64W62Tfbt_Dbu-LLDeHJnDSBzjkIYO05LWisjyri6o6u3AxrtCS4cTLwxwDGcB9h0uad1eJO97WvLpTvHRr7avaOOND6ya_3vO_vnc_j5lx46TT20a0erPP2aTDOWCw4DlbhCFgYvjMHYjgQIXFkzQiM88SqM_Jb3l3aQrQhxRFOWumM2Yi-Pcd_MA5a7vRTErIoGFBx2urrXRSnJlSWc0Gwpba-VUBMXYD71YwDzIsccwQjGOBIQCsYJTFjs1QRDNPARn0Pcx9O98zGIaRAWlPAxzLwAY_gWoJZW1XQ_8OUApQOmoBzvc5RygVDerZv94xEHTAz8drLz0ejAFB_7i-3EABdNQclYPEvgLxT_7llvLze9NoZXlygJ_0dGCG2Go5BNSpy0uv_DUynKjaEv2KO3Z8tCcPIDSl6e5aNvF5gRDQdfKf3wTLw_NJsn9XRacxvvVask37Ut7EMceoKTulq3Jx0SJ8xyfk3QRyfwNHm7d07aYhbFtcZc8j-FaiGpTncsxW1ebh2Vks1Uv65uUIwMo2R3L-fWL3zQP2yVASfIUnGa3fh8ky2reUH4Q96fX82kR5nWgyw-4fj_w52WTZAyg9IpQs6vxU7O9redKGbi_Za8UoLTcezkKj49jtriP73fXJn_BmVc11iyfB4CS6x74C6fV3w3_inS2_XqG73KHBKZvyh4-HMltpRmhXe10Rl9rxg2Z0JWDcgzp6WBoXr3TlitmKMCwnJbfyf4Ki3yDduv-6k7ouXEs4fbyf7Mtmdx_tLak0PLy47-7EvRfAAAA__92fTRs
- **Full program on the PACER system**: https://email.mg.icanstudy.com/c/eJxsk09z4jgQxT-NfHPKloRlH3TAIcAsJBCyEMKFkvXHdmxJjiwIzqffcmZqa7Z2rt391KXfe83PtaA33C1X-b7dv5CuLzm261cRCJplmDASCKtZbagu72rOTO8vYrjjVgeSxiTBWTRJMAqkZnV71rLvWSnHN9VHv9y-wHU8PIhq-vdp89fn9teUHzpJP61rVGs_f6uNMlgoGSWiCJOUJCHOSBamCiZhxIViqZzEjKW_S3ovu1HHCU4ZTItQTSYixFmBwiKBRYjiNBM8VVjFUSDNtXbWaGk87ZwVF-5ra4KKokLhOOZYSoIQyVAS8zSKUxwVJE6hZEFNYQQnMYwmEUI4QncIi4wlKWdMElLECcDR_wC1tPK-A2gK4BzAeeds6Zju_zsF4JxxJqSuOUDzi9fn3l4clwDNvr8JYDIWtRT1RQM0M_Kzb6X30v3qcGu8NB6gWce4dMoxLUe4QcvPP0HVxktnWEv3cN6LxaE5xgDOnx-nqm1n62NEFFsZ9ONNPT8067xAu01yHO6Xy4Vct8_tQb32AOZ1t2hdMeRGnab4lM9nqS7eosOte9zyCcl8i7v8aSArpap1dSqHzapaPyxSv1n2ur5pPQgA891rOb1-yZuVpF0AmOePyXFy6_dJvqimDZMHdX98OR1npKgTW35Eq_eDfFo0-UYAOL9C2Oxq_Nhsb6upMS7a3zYvDMB5uY8LSF5_DJvZfXa_uzbFM97EVePd4ukCYH7dAzQLWvud9a_UbrZfT9G73kGF2Zvxh49AS19ZQVlXB52z11pIR0d05cUEjvbs4lhRvbNWGuEYwFE5Nr89_mkW_QYd1v01HNFLF3gq_fnfjHs6bv_jak-51ec_XuCVwn8CAAD__9-aOI8
- **Manage Preferences**: https://email.mg.icanstudy.com/c/eJxsU1FzsjgU_TXwRieEmMBDHqRW_VYr1q5WfXECSSAlJBQilf76Hbs7O9_O9vXknJy5555bXBSnN9QuV-le719J25cFsus37nOaJIgw4nPbMGVoUz6ogpneXfn4UNjGFzQkGCVgglHki4YpfWlE37NS3P-UH_1y-wrX4fjEq-mf5-yPz-0_LDe2gn7arpbafv6G3WUwlwJgngc4JjhACUmCWEIcgIJLFotJyFj8u6R3or3rCoJiBuM8kJMJD1CSR0GOYR5EYZzwIpZIhsAXZlCdNY0wjrad5dfCKWv8isYxgjBMIJchRBKHPCaChSxJYAQIJthXFAI4CSGYgChCIHqIEE8YjgvGBCF5iD0E_heQppVzbe9FUw_OPTjXytT_pdxBD87FZjbkw-nJGl8Xl7-nU8aJzjBN93De88WhPoYenL88T6XWs_UREMlWJvp1ki9P9TrNo12Gj-PjcrkQa_2iD_Kt92Cq2oXu8jE18jxF53Q-i5v8BA639nlbTEjiNGrTzUhWUlbr6lyO2apaPy1ily37Rt2aZuQeTHdv5XT4EjcriF54ME2f8XFy6_c4XVTTmomDfDy-no8zkitsyw-wej-IzaJOM-7B-QBhvVPoud7eVlNjOrC_Za_Mg_NyH-aQvP0as9lj8rgb6vwFZWFVu26xuXowHfZeNPO1_S7oV2yz7dcGvDc7KBE7GXf48BvhKsspa5XfdnZQXHT0Hl15NX5He3btWF69My0M75iHQHl__F5Mb69dIeh30IHqh-BeRtH5jgp3-beYjt7df7R2tLDN5cezGSj8KwAA___dohu0

## World of AI Newsletter

### Key Highlights
- Google has released Gemini 3 Deep Think, a new reasoning mode that improves the model's ability to handle complex problems.
- Deep Think is designed to spend more time thinking before answering, exploring multiple reasoning paths and working through problems step-by-step.
- The update focuses on improving step-by-step reasoning, performance on science and logic tests, and visual and puzzle-style reasoning.

### Detailed Points
- Gemini 3 Deep Think is Google's latest attempt to improve its AI model's reasoning capabilities, particularly on challenging tasks such as multi-step math, tricky science questions, logic puzzles, and pattern-based reasoning.
- Deep Think is a special mode within the Gemini 3 family that allows the model to take its time when responding, rather than rushing to provide an answer.
- The benefits of Deep Think include better step-by-step reasoning, stronger performance on science and logic tests, and improved visual and puzzle-style reasoning.
- Google tested Deep Think on various benchmarks and found that it consistently scores above earlier Gemini models and holds its own against other top models on reasoning-heavy tasks.
- The biggest improvements with Deep Think show up on tasks that require multiple steps of thought, such as science, logic, and visual puzzles.
- Day-to-day, users can expect to notice improvements when asking Deep Think to work through math or physics problems, explain tricky concepts step-by-step, or solve logic or puzzle-style questions.
- While Deep Think is not perfect and may still make mistakes, it moves AI closer to being genuinely useful on complex tasks.

### Important Links
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- **Check out Guidde**: https://link.mail.beehiiv.com/ss/c/u001.pxa0_fvDGr1I1rEzX4oeaU81HJeHNpagY392eoFlI9HjxgwlTVJAQS7XeQH2B3vBtTSK7F7oUv_ktXnOAn5VP0yU9zhF3lV1dxBE637NhoSxydTmq6av5A-1fbFhYZFPp9YlgSmKF2iGUNTzfFXbxdFMcpKWwQL75uTN9t6hx5uJO6vgfvqSFIP0UY0wN9KLc23qdmKd7QSi622vZKpHzAeqDJk1jSHYvk3pREYD4dJ-CDj5hzZwX3jLS1-X6-zonXrHoYt5PtMLp1JGxF98MbhFMCn1v9RvnFxdb2l2JRQBHTg3zj_MObFtAU5ENx0yryAV9Lj_t80zYvKeyc-ZmSf1hE_BN8Ntt-BNMo_djCsfFTfV7smvxntcwXrsC-YXkjCSQdmgv04YhGfCx5-oDenqgXubbEkh3ep1DXqwJOJErya105tukMEqOJXogRObWZqZiD0rdgMLQTp0hWyuU5ZY4iEDgeFLQnT6AvpURk31ljmf7FHg_INpQbKhZRcS/4m6/M_LlfOsjR_yBDVUTnRs7yA/h8/h001.tjwtQnbDUyKdm2dQhzuYHvQ-A9JFafOQhrmJqPzzio0 (sign up for Guidde and start creating AI-generated video guides)
- **Google's Announcement**: https://link.mail.beehiiv.com/ss/c/u001.3_sEOzUr887e5bFOjeUEjySdmRghZAcABOQ8kYI5M6kmz8-7t2BJHjNJlZAw93pYRqVDP6gtSU1WXj8p_GKjrllPy2Wp1cbzjICejfLpaV5SQdKN4p_lIbnGMNmyL9TxNaY0RJzegZ3QkpeiwnckuCsA8l9Dkj9GTg8fRjaoChe3rmGImsKXRL8a_TrcLe_4DlI2A3zbsupwWqH_D12XHocaoj_f0VUAQZzo8c-RQtAcYR4t8UYVC_Ah7n5EcVSMwhIsmQ9kqEv7w8i-kd8gV2LmIuNOzIKsWbq09yoaVWI/4m6/M_LlfOsjR_yBDVUTnRs7yA/h9/h001.zyI3kvHhJai5bZRLDQ60VO6QrFHpPPB5g28P4NgMQwo (read Google's official announcement about Gemini 3 Deep Think)
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# Daily AI Newsletter Digest - 5/12/2025

## 🔥 Top Stories
- Google has released Gemini 3 Deep Think, a new reasoning mode that improves the model's ability to handle complex problems, particularly in step-by-step reasoning, science, logic, and visual puzzles.
- OpenRouter has launched Broadcast (beta), a feature allowing users to automatically send traces to external observability platforms without additional code, supporting six integrations initially.
- ImageGen.ai, an AI image generator designed for business use cases, has been introduced, utilizing Google's Nano Banana Pro model to create professional-looking images such as infographics and presentation slides.

## 🤖 AI Models & Research
- **Gemini 3 Deep Think**: This update from Google focuses on improving the model's reasoning capabilities, especially on challenging tasks. It allows the model to spend more time thinking before answering, exploring multiple reasoning paths and working through problems step-by-step.
- **Nano Banana Pro Model**: Used by ImageGen.ai, this model understands the visual world and can generate images with good design sense, spacing, alignment, layout, text, and color palettes.

## 🛠️ Tools & Products
- **OpenRouter's Broadcast**: Enables automatic sending of traces to external platforms like Braintrust, Langfuse, Weights & Biases - CoreWeave, Datadog, OpenTelemetry Collector, and Amazon S3, simplifying monitoring, analytics, and integration with existing workflows.
- **ImageGen.ai**: Specifically designed for business, it creates professional-looking images such as infographics, timelines, and presentation slides, allowing for custom generators with brand guidelines, reference images, and style instructions.
- **Guidde**: A tool for creating AI-generated video guides, mentioned as a resource for further exploration in AI applications.

## 📰 Industry News
- The emphasis on improving AI reasoning and generation capabilities across different sectors suggests a trend towards more sophisticated and user-friendly AI tools for both business and personal applications.
- The launch of Broadcast by OpenRouter and ImageGen.ai indicates a growing need for seamless integration and effective use of AI in operational and creative tasks.

## 📚 Resources & Learning
- **PACER Framework**: Introduced by Dr. Justin from iCanStudy, it's a system to categorize information for effective retention, focusing on procedural, analogous, conceptual, evidence, and reference information types.
- **Deep Think and Gemini 3**: Resources and announcements from Google about their latest AI model advancements are available for those interested in learning more about the technology and its applications.

Total Newsletters: 4

Amazon’s AI Chatbot Made Black Friday Look Different

Shoppers using Rufus on Amazon bought significantly more. It isn't just you.  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌

December 02, 2025   |   [Read Online](https://link.mail.beehiiv.com/ss/c/u001.7Lto-C9Lvw2Xcj1g1vm-dJpo1fkHDmDYX4xH4mLbgvY-M7QqJfKjMJBXVJYohAKL6QYrScrJuRzOJmKXAAo-c_I5KUcKwZM6ktTbTDwL1GVTlLZeZ9fPXF1vibvLHOYIVQfiHL2I5AYf_2RrICCtX_KzOLFpsdQQpyocNf2NcdS6M0wuY4Xsa06K68hspBYAkIcbD7K4dAN-c64BFHJ0wH0Y-b1SnKro5HqohVXnb77IsAROuJ-XK7xKa8eB1zGQ9yBQMNrEEXwRXIr_J4gW1gHcyojTqwAn8CW05TPVUgIcc8ZmMlnK_Uhry2A_jAfjdkXgHupFN70Cey6C2tAaChfp15bDsrY-8kzqUGrFVbywR8GeXHbJvW2CalRAQDW-N4smb

Amazon’s AI Chatbot Made Black Friday Look Different

## The Download

### Key Highlights
- Amazon's AI chatbot, Rufus, contributed to a significant increase in purchases on Black Friday, with a 100% higher purchase rate compared to the preceding month.
- DeepSeek released V3.2, a reasoning-focused model that performs on par with state-of-the-art models, under an open-source license.
- Runway launched Gen-4.5, a text-to-video tool that improves physics and motion, making it more realistic.

### Detailed Points
- DeepSeek V3.2 is a significant update as it provides a low-cost alternative to premium Large Language Models (LLMs), potentially accelerating innovation in various markets.
- Runway Gen-4.5's improvements in handling dynamic scenes, physics, and human motion could lower the barrier for video content creation, impacting industries like marketing, education, and entertainment.
- Rufus, Amazon's chatbot, demonstrated the potential of AI in e-commerce by significantly boosting purchase conversions, indicating a potential shift towards AI-powered shopping assistance.
- The integration of AI in e-commerce and content creation highlights the growing impact of generative AI on various industries.
- Companies like DeepSeek and Runway are pushing the boundaries of what is possible with AI, making high-performance models more accessible.

### Important Links
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- **Check your options**: https://link.mail.beehiiv.com/ss/c/u001.S5BbCaXkJ1xCyK5bbqqrC-Q8e6aZUT7u3aau928il3C-e7dkieCwx3oAYjrsJa-AwuTNbTbTKsriT6qNCV1Gh9z7ONrUF1KK_vHn7LqNME0vZyTKN6j1IB9DioPfk6dDTwM0Zf8cem1so7CBQbFfy2NuRd9Jwd5VTHqFVIoAJSsAXuKjxqJ0NpaB1_LqJu7i9P8evoUUsFRvZEZ8-jZSh-nPe_BAllxfEWd_VDMwgZGF5MHj8OLeo9twcopPvZJU0C7KFjBx48BJhxlXlVS29lWWH0kCDR6_JqjtHt9ORDgw3wHliX-3XIaPD-WIH7QAQmTit6AjNG_a_mvrVqO4YlqUNUR0K20KLuJYsPNQF9XyzIwHJkADTVRjPnQtVnakyqjrZF9Q65DAUTtIwC_hGxbGnsm0OyMDK1sIFlEQGrcZqVlaES_O3a-WLNYU4uEy_4s1hhuRUXPOAr-uUB_FqWDa9PHzLFi4IiE0N_eKGe2OX_TAQbKlQEjgZiFv_m1Ar4k9xQFANcK-QV74Rs2KXA/4m3/d588BdZuTN-Bp7Dj7IzAtw/h9/h001.OxJ7KwC0QHL7_PF3PMJArUyfbUo4Hl24HCv9PBJTym4
- **Brainstorming Ideas**: https://link.mail.beehiiv.com/ss/c/u001.7Lto-C9Lvw2Xcj1g1vm-dN-lldENK-Z1cfmtrsZK5i5H5nejZEIKxOVNUcU-8e4K2npZ1b5AVMoBKuhhdsCiIowZ8Ki0Jt9p7WWHAaDA0QfAod074SyJSr4TJb6Hm_IUMllr7ERokFvU8DmhCw6SmZUoIhe75D4nYfqssY2OYQDjeHlZOS5ISbqC78RbkcNdXSL7eiuHIJpjtlNqKzpedLfd7umdYWyPaTVwFlhgEMNVCMvFErE34SfZdOugsgUGm2KkqDjUEakkhnqCZfIYF0iinMmt0h07CFUSmNEMY8TF7Xoi_rUmStgtT_BA5AQkNulmDht9WX8nkvl9fZTGGEuDvdPDqDi3zb7nKsU1WAiys0-mBizOsoceAJE7-MahYX_owKFklRLU_0gVbkinC7iHppCluaJAwG7kRBY0Tp-KHtlIvd6hc9dPlDyTOeh6IwRAXn4lR04IyIvTT60oxoPb0stdwKsMenkZ66O9zjjIo52qMvkUKBhFS8DVlCAQG5T0Sl-AFqfI8TToScx1e0zXGUhDO8T9zIRQfIr4nUtYRvRcyYu6_3nwi0HH9IzxMUSu6nifPaPtIbshXFrTvMEI4lSGn0YbhvZE-BpNHOT2BN9M9odfLvpvuw2I03LGCDBh_e71odusEs7YpGI3dPdTTiFdxshguDi2EOuEJwC9hqAQESWAQ2Ty_HKEAYKmCE3b1t93_DGH1MFkeZVgb4oIASVZ2kvbKqsi1wOSkbLIN7YzKux0P6jqbxa5NM9F2EJ6ZTQXBr3lyitTuReQANWIecJbTmbUi7Jc1x6p5saPMxiS1YfFLEpJlzLtOzMxIzm5cb0I2fnVWDp0edxgVE2TAm7M3SmsPT77bB04xtFqQzHsR6zqnzgaC3qyeF5-NX0il9aKqSYekB2p6X3OIhXNOkZpObyRY-nUQB7uaSWRRzoIqBxWo2m-4__d4GIeTMoNZPBCwp68tex6tslVfaXaLpOKFIxaSR2lK6qUIvs/4m3/d588BdZuTN-Bp7Dj7IzAtw/h10/h001.k0wHTK3Y7NTaqUrJT6r0QvHriV0tM9DlWDNyMjZOUcE
- **Work Related Tasks**: https://link.mail.beehiiv.com/ss/c/u001.7Lto-C9Lvw2Xcj1g1vm-dN-lldENK-Z1cfmtrsZK5i5H5nejZEIKxOVNUcU-8e4K2npZ1b5AVMoBKuhhdsCiIowZ8Ki0Jt9p7WWHAaDA0QfcYXrT83m984A6P63qTQEC7HoIn3Ko5Z0bGVQ1MrHloQNoDfnOPrg6FbkHB8_-LajFBT-dc4fK4979p66Fu6qdYWSQ9xGs0_2SdXIdyLqC6pwzoA24k0FsZLkPGn9jWWzvSnqUxBFEqoUZG8OvFBsjnLq8LyeXfWuZx62PwVXIe6Z8j9kGx2UCVagE6_oC54nrCZO4DlwHPqMk0q9_sOek0Qov2ZVUFsIuPvaYTkYdKzkTOJf49rcVMvJpsejmcdWeL4wv_4TltNglInM_43GCFDaoPDa5wKkszDNVq-0nTXd2TrR7GTzonzPb1_qVBJwNodjRBMal4_XP7hZQZ4CEkRmI6Drnxlpeh_GhWqif5nLx5-CEikMbiEAF1LZiGjYTdC6ZI0fFfkjRTbOBEmk4E2M1L4VscC6Bz3zg6CnFY6tmDkHxnvb4_e-i65nHX-TFqFYkle1zICiFzu0pJ80QMMa3tvl1KKmdJJhZIRCizOWfPmSn1hal9L1D8nS1TDVcCbd8YuIhqYhRN40zOH2wapHyLfud52VBLk8ecPnTZh222lUjikQjtIcQYPmlXKEADFCeReLBbra434HAhMayykXSUXmv149TcHIr-5wT1dT51LWe3HS-GCxg1sGvJhpYyRt6B9_-FhLWd9YTuh9EAs9Z9ykVtgCFVdEIhSmMB5ofY90OkgWM9eOB7r50QpIK__C9uz27IGeQVBGqgLsCneZnbB25-ei6uZ3PFXajMThIPPNJCfRcD2kLv-sLCTllTzFAX0oL9HT6dQ_AZAMiaihAhxseTe4ZYPGVMoElXTNfIFIhuyt5ZMqRbw0OBbeB0BqG3AkbHhjkqX9D4Slk7GOtzN9zQqPIWqYxpO-KqwDc1LuZqPFvHrejCq76vv8/4m3/d588BdZuTN-Bp7Dj7IzAtw/h11/h001.ehNVdwSO1DMVFXw57xEH25UcbBYWpXuA6-kSOUNUmf0
- **Personal Tasks**: https://link.mail.beehiiv.com/ss/c/u001.7Lto-C9Lvw2Xcj1g1vm-dN-lldENK-Z1cfmtrsZK5i5H5nejZEIKxOVNUcU-8e4K2npZ1b5AVMoBKuhhdsCiIowZ8Ki0Jt9p7WWHAaDA0QforEto_zKxKMoDAC75OqkCJ6jsnn0KXFRvh7oyfILeGHUadzyZXhICP94H1OZOYY_iHHutrI3M3epH7bcjqHgVLQSH7R8rw9gDUsN0Dumg7L1erFU4OQOTlCUGhqzGHsWyadLjuVF1f5Psb1Wl_-w4HlQoFEaiOBpgFY0bp_wJgcyCD6n8d9-07bTW9j7y8moJfsNkueozdaFV_KQAYcctg7a6Ngaz2dnFY9N2soLfCnmXvcB73EuQeBptXbthTJWL6cA_ALeZ1jbzh32uyD3TV2K3CM6zVZvT11MZZg_ggoT1TrZmPbqWQ1rZgcJJVv1WbYII2ItByVx3xheYUtsbWMBqMJ0OsmvHsrg3g1w099ZaZwGYZ1cLq2Grl6gfk2RIma8BBrjFObMHQru9oALpzsETCwEevQL-dkGs49zva80zgaYFiajaLdxNlzd6d0tpJVFC43I969zm_KJpzM5lCINEDuWuaIGhCmEzg_5tfSMn5q4X_JtLhSdWlKE_YZrUcWCOzwQOf2ZciLEHpuN-y9ar6-_EBf5T5AyxqJ9EvmsT5K1OhEHFI00Twc2erhS-oKtoxcSVOt_4WTytikBzbdDPgdOwRj7ZeZjYKGesvETCkcxR88iKNBHu_04YOMkQL5fbsQO-2iA8KZDvoGWMSrlM1SJRflBk4r9oE5M2Y9bVQnaq477UxP6vEfpVHw02Oet4A47KpzcC4tskiqD1Ku1ymgOSs8seMMm3nH4hG0xMgYBHoarCKznbz4ImtODL8zUb2jBRW3nc5_60P1bcPLhjZ-JJbun7llKtuo1y25dfTsypJG1z-iugAmy8g5Prm5IYv_JvoN5QbjumbR8PpekulDdxjZGjSN0socotvSXGVfCKAkr9OLF-4cSkG6M/4m3/d588BdZuTN-Bp7Dj7IzAtw/h12/h001.lsPx4Dw3mMU4Hj3AakrR6xdBDJVkZwWWcVoqUUxujb4
- **Writing Documents**: https://link.mail.beehiiv.com/ss/c/u001.7Lto-C9Lvw2Xcj1g1vm-dN-lldENK-Z1cfmtrsZK5i5H5nejZEIKxOVNUcU-8e4K2npZ1b5AVMoBKuhhdsCiIowZ8Ki0Jt9p7WWHAaDA0Qf1EyZ1FFI6xKHaQ0vAxnLlRWegbkYxGFGPXN6yzwjZJsAvK399yf7nSVGydBCXDQlfWIQLnlGcTEvHquhgMOC3Lv2jxYWOQLJApjxABqWDXtyiVwi-pLclY6JL8sVA8Hc1g7hrE3dzWjDJqaUOK0PYy-kfQtriPoLxF8GII83DuN-BVLcKwZgzqKT_gLwVmBAxL3qbmHi9U8HfRQFAgaeiO77Wg1VxdCtNKcmFyAv9ZKLskzwAjkwEloMqh9bf-kYnixKIBrLrBPWZiaSSOvHlCjy5fhUu_UAfskOfP6j-dRiKTHCnqlNu-wGUvF69I2gOrwiFOniZIyO5nZpIzWoQsPns8smQK_1Ayx7zutefs29C5uu32lYDqpk0_4gi5o7KdHSMpK4t7R0llbFXRZ0Piycxf0sEqS1TX0gDlgdJ8QG2ii2SiJNv0vniX1F5BpMMMDvvmUUi48GjMTrgbtJxKDHbEkZs6o97sg12Glfjg8FhDnrgS4V_Oa0RG_aRo6_NgZ8W9EaG1q5ojhQ1F_rNIJCmR1Tu0UsgGH8P7c-a8f1RO0k4itlh6YaKoRkhwZxcdjWoeiyuT1F5X-9MOxzswa5g8EMNa1bDMwHmZ0gXpFa1jG2Cc6SSh0sZlreYZltZREmKb2TesFuqlVAXETgGlZhD6SybApJE3U9YnmNlrrHwO_geN_rebhetbJCTF5_6QZJrQS8AwSRRzcIu5RAXRYQ5SqJn9Wncz9ST4xCBSbZE_NtW8UYGOJDHR8G1DBRwD33Vuw9I3uxYjxRfF5p-rEE8iiTNbMJyW49w10rZ3mfFQ4H26Jf3FgK5XTniCakYLHlwrTrpy5BCAv77d8JsS8QaL4pR2P0QgB9yRXGNEP7vs_maCqThmPFL9qSNekE/4m3/d588BdZuTN-Bp7Dj7IzAtw/h13/h001.E2k3GxJGIZB2cpqbfo7uzjmftCYILr5hfPwBu1sEmGc
- **DeepSeek V3.2**: https://link.mail.beehiiv.com/ss/c/u001.p8FYbAKGErepXSwP_erv5Az_LOEjuZzwJ9dgUIj2wCMta0IXfv2Y1uDOoVOYZqIlPYtSsM3wRqCmrbd8JYA0JY8y-ow8ejFdHwbso_bVkm6C7TuoKdL6gorhd7xM2i4aXWcUhrobotX6Xur5xGo7k0cJanWGp6QePuKBCmNHWYLUD7dFQoMjns1PWrx6rjTmTssV_gH5u1rJPS_XItE6ozJ6PhkjNVb0LLH0A5JznEM/4m3/d588BdZuTN-Bp7Dj7IzAtw/h14/h001.0UB9CukGBNNn5MWQhVR2AM_G2RVAnd9Vp2MNYd06h8I
- **(link)**: https://link.mail.beehiiv.com/ss/c/u001.p8FYbAKGErepXSwP_erv5Az_LOEjuZzwJ9dgUIj2wCMta0IXfv2Y1uDOoVOYZqIlPYtSsM3wRqCmrbd8JYA0JY8y-ow8ejFdHwbso_bVkm6C7TuoKdL6gorhd7xM2i4aXWcUhrobotX6Xur5xGo7k0cJanWGp6QePuKBCmNHWYI76cKq8BiYiBQpsB13x7KmMx1GBDkC6MAWZ-AwtWUOVlP0xKl15kETNxNX5ZiDbks/4m3/d588BdZuTN-Bp7Dj7IzAtw/h15/h001.DFjo8VRoWe7XKhgCqUCM5zo3XNpmTzSf-Q5WkrHUVHk
- **Runway Gen‑4.5**: https://link.mail.beehiiv.com/ss/c/u001.8-Nd0ZwZ15uXqD7N16qEGot2s7fR8JSiR-mVGvl7pUIhll7kLpL6GeWmJkzwfuNcYcusDZ7BgVG0xpkTz8IDOyqtTy3a3fqB3Upns8i_evM0YRyM-v-hGgfbMLJu9K7J5zpnC4Tq74fqhh3jTce6zsSLaWFpZ2XVbYhSUma7iCSsqBa2sLfpL8BZmqi3AF5duR9FxbaTFUPEKCuS3hneYtrQUJvdzFh8L8lBRoK7rz8FOR-FsNe4cVZHeShqesMb/4m3/d588BdZuTN-Bp7Dj7IzAtw/h16/h001.7dB8wHXIVZKXMfa8DhLsnCDwKe5wQx1mTaK3blHiG4s

Going Live in 15 — Claim Your 50% OFF Exclusive Leads

50% OFF! This Black Friday, You Get What Zillow Never Offers: Exclusivity  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌

December 02, 2025

[![](https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/4d7e140a-dd20-40fb-bb23-fa6f78d26ac6/Group_92.png?t=1706539933)](https://link.mail.beehiiv.com/ss/c/u001.oAw4p4t57byP3eThR94bwxn9hnaJl5e69TNhdV2rqbWPn03k2OK1oyggilENK1yOQ0090dr-PcF4e_IwOgxQSe1us3J1iHXvcVxnn8flwdTnRz5EjeTU6-dbmLIA7qXIvBgqfbtKjywZAL2gjuUXd2W1MGR_O1fVuMRdjXisHZiZsb0VhS18G0ZjWfNhQPnHdBQwyAuU8wqo5vqtTJROVNIoXvcLLxtHgN

Going Live in 15 — Claim Your 50% OFF Exclusive Leads

## The Tech Buzz

### Key Highlights
- Real Intent is offering a Black Friday deal with 50% off exclusive market ownership for real estate agents and brokerages.
- The deal includes access to intent-based leads in the agent's area, with no shared leads.
- Real Intent's solution is up to 90% more affordable than Zillow's Premier Agent service.
- A webinar is being held to discuss how Real Intent works and how to leverage intent data in real estate businesses.

### Detailed Points
- Real Intent is a platform that helps real estate professionals leverage advanced technologies to identify motivated sellers and buyers.
- The platform uses intent data to provide agents with a competitive edge in their market.
- The Black Friday deal offers 50% off exclusive market ownership, with the option to buy both WebHawk and Real Intent or just one of the tools.
- Buying both tools provides a 50% discount, while buying just one tool provides a 30% discount.
- Real Intent is currently only working with one broker or agent per zip code, making it an exclusive opportunity.
- The platform has already seen success with agents, including one agent who increased seller meetings by 2 fold and listed 2 properties in the first month of signing up.
- Another agent got a listing in their free trial week, and a brokerage has secured an entire county.
- The webinar will cover what consumer online intent data is, how it helps identify motivated sellers and buyers, and how Real Intent's solution is more affordable than Zillow's Premier Agent service.
- The webinar will also provide real-world examples of agents successfully leveraging intent data in their businesses.

### Important Links
- **WebHawk**: https://link.mail.beehiiv.com/ss/c/u001.m0HalQRUQmoV_lDPPzt3U6y23sjbzmPn2t6fELFkz_1kYIQA4Zyey65i7rsfKa18kh3N1BjXQL48EyWITVDeZUhMPJJagHRQ-4Y9dMcTR0u9IiZCBEor8tHnLVzt7GjA9lpQld9Yruw7_9zi_qYl4dd6uufMyjBc2Nsb7y582O5xSuG_KjU9d9PAYVi7i2xMm3vTnLnlxRCA-4fWU4x9kkgfepDVa2gdSfh5wEng55Ie6-1SV4b_p_7Sm14ouAhP9t8gFTyZC9efUJUsdYT36sSxtIzCWKRX8t63CU2MBTI/4m3/NHlJFpRmQ0aL9z6qXfKQ_Q/h1/h001.6lHwDkt3r_JFN-y-vOU-gbE2Uf4Vy9Oq40nZhQOAF6w (tool for real estate agents)
- **Real Intent**: https://link.mail.beehiiv.com/ss/c/u001.UpwLRsnz0rPOPFwXQG5nkfS60__hrGRiDrg7F4SeMk3tC7h_pPmYxOd0Bdw4hN8fOcxzTkPoloWpuAdW9n7V9sE1-xubeg6flOOHg6QGfAJM8Sh9EKxR_td_y8lniJGaRpT43KQla03PH7moep39RhX4Dx8sGvNa1iI6U40g4Y0p_dcEvekPZl_qYWYgEL4IPbypJngktPF3yUHyTpkC_pr_NkJL-g4Yb9Ro9nw89L86r-_Qdf5gfMm3gNw52Rk81XeuaM5hDCzOlvCgan2iVjdE8L8Tod1UmZBks3Z7c88/4m3/NHlJFpRmQ0aL9z6qXfKQ_Q/h2/h001.YrKxlLMbqB7hslbaUvSDqQNPZg1FUYmGfJcJ5AoCSbw (platform for real estate agents to leverage intent data)
- **Show me how it works**: https://link.mail.beehiiv.com/ss/c/u001.7ffgLp1hjZm7uFsC8BY2bB0QwjCE9O_7VXY1CjLBaS_ekQ3opwNzVvk_oayo1VJaWqTQo8fbVVTZBJ49bJUDLZnVe_U7HfK-ZSTsrwqTxDOabb68NyeN6Wp1roC7X6ZWrYmDb_DcXgcMcOo4_F-yVLv7Z74rj77ULlGXbfsU20B1VQSuthgTfBNIrGejT5GB8aLiMZTRx-KjkQg74e-XXPduIK2I2mXvjbN_VuK53DwRkTlfBBe_ijeLsz9PgQzJDYC24t5N1pzTBDN96QiMSbE-6khvi4K9SGln7Ic2KRW0b9r0n1xkHfGRmRpZ-VTNntFKJwVyNEQ-0UkbOS00-pNA5kPec34-hNYsdp5soyIX36Q-8eoMoY5ilJU_wJl5cHYNAf8VJOEAlGCkoVtBBmAkT2ciH9YqXwik9feJnz0sYJeUWCcgd7vkMxNepttauNOtSAHc_IrJ3r-_IzMFFw/4m3/NHlJFpRmQ0aL9z6qXfKQ_Q/h5/h001.1b8MNaEl_Z0r2xsnenmSlh44iEQD8IMVLM7S56H1_NE (learn more about Real Intent)
- **CHAT WITH US**: https://link.mail.beehiiv.com/ss/c/u001.UQDQfhTVetwuRdE0ep2Y3q7FL-biRiLHp3iDl29n26CyfDrxDnrq5tIoMwaFcvTis_dlLPpz79iW_uJ0YYSqpWgcO-63HR6A7LeIGBeqSFbopNmBXJQOp03puwHB9p17t7T9H-B5a3x1kf-wJio0sI0QVtfYf_ZWXFmAOTdF7rCV_pTF_BpwEwDIX403XdEueqO0V3EQEHRN7nysrRJx0oFwoNjnNn0mCdYZnmHB1nkk2LT3MKI8CClXJR5Rj93JLFyV51gexA95oDIiTDcmNoqaIheNYiw8IZutWUWtn3V26Gb7gBtxWWBPbzNXMVLtp9maeahjmeu2sk3CgdL6nA/4m3/NHlJFpRmQ0aL9z6qXfKQ_Q/h6/h001.eMopze2ZDyYS-Am-Y47OMptQZrp8RwSGloHf8pD0NFw (contact Real Intent)
- **Check if my zip code is available**: https://link.mail.beehiiv.com/ss/c/u001.oAw4p4t57byP3eThR94bw0mDLcLFpRXao2jXJtLd79rIk36n7kKyKAVdrj6LEPem5aLyK71ndItAGsWW-rqRMGnftnU4h42zCyziON45_-T04FBJNdZeLkTqvgjAwZkkJVlGQ32A9OGbQCQG2jjkJnPEy_H-ofRkYxaJex-6w-mt1H2O7Pfpl_II9K0y3UJp0HtuP-Zoe5kreJhr5q-sL6AaRDLoUZb645i53B6vDNFCJoc8jG0GFXaTbICwiURpOnVtw3WFOzYhRKXQnC0XKd2C5xrZA-Z496Rh-brYhBzXUXcC-vQLJK32HVXQ1-D6QFBmWDFdTQgTJfmC2420lOH71vguipfjEvgHK7p1k210nMjQWCIMycRIvKWUW4I20cNZSNUz--UjcwrSk84scA/4m3/NHlJFpRmQ0aL9z6qXfKQ_Q/h7/h001.o4fc4RNLbDU9f5_ASWkisTIfIOTuiI6GqfFI2tx7m2A (check availability of zip code for Real Intent)
- **Register for Webinar**: https://link.mail.beehiiv.com/ss/c/u001.7ffgLp1hjZm7uFsC8BY2bB0QwjCE9O_7VXY1CjLBaS_ekQ3opwNzVvk_oayo1VJaWqTQo8fbVVTZBJ49bJUDLZnVe_U7HfK-ZSTsrwqTxDOabb68NyeN6Wp1roC7X6ZWrYmDb_DcXgcMcOo4_F-yVLv7Z74rj77ULlGXbfsU20B1VQSuthgTfBNIrGejT5GB8aLiMZTRx-KjkQg74e-XXPduIK2I2mXvjbN_VuK53DwRkTlfBBe_ijeLsz9PgQzJDYC24t5N1pzTBDN96QiMSbE-6khvi4K9SGln7Ic2KRW0b9r0n1xkHfGRmRpZ-VTNntFKJwVyNEQ-0UkbOS00-pNA5kPec34-hNYsdp5soyIX36Q-8eoMoY5ilJU_wJl5wOJ3OlfbtWTM48xz0Pz9l89CNXdjvBEVyKAEsNg39sP9uXuh6-GXpt06o-pldGxmxCUArNMrWfP3SLi-04l3AQ/4m3/NHlJFpRmQ0aL9z6qXfKQ_Q/h8/h001.zlwZblZlXJSTPr8waDk0ZMM6wn18egOMRKSQi1VlUis (register for the webinar on Real Intent)
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🚨 DEEPSEEK DROPS BEST AI Model!

INSANE! DEEPSEEK DROPS a 685 BILLION Parameter model on Hugging Face - — The Fastest, Smartest Open AI Ever Released  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌

December 02, 2025   |   [Read Online](https://link.mail.beehiiv.com/ss/c/u001.twFgs-ckiNZ632HpTJQuPdoQiN9-x4AlTxuP4InofItaRdYbWNFjHFSKudwk_m4qDuzB5bbBmf4yj1Hi7mP3rP4MULYicBsXu5la5_SRzyPdQlNa_DJBcu5T9bixuBaBc51W3A-VYtTnqkfNSyYoNKDDIoGqATV5Zxi8su2nU_x_ZAo4QDeCOuPDDVPSDsEefLuIpkalqprKAUHgYIc7DcCG7d_ZeCNjHIyMrLul3uJdNAH4KGlJZEfSVCjTmA7WEgc1_j7H6UuooRHy3luC4RJfN_YEpFiVUq0tapB5zstmIwNpODwzkkRa99lPAirYJete3PVqs9WMLgVawHffZDTwejZ-pIexkH1Bw_9ED0O1iPHI7

🚨 DEEPSEEK DROPS BEST AI Model!

## World of AI Newsletter

### Key Highlights
- DeepSeek has released a new AI model with 685 billion parameters, which is considered the fastest and smartest open AI model ever released.
- The new model outperforms other models like GPT-4.1, Claude 4.5 Sonnet, and Gemini 3.0 Pro in multiple categories.
- DeepSeek's model is not only smarter but also faster, cheaper, and more efficient, making it a significant upgrade in the AI ecosystem.

### Detailed Points
- DeepSeek's new model has a huge jump in math and logic capabilities, with more stable chain-of-thought, better probability control, stronger coding reliability, and fewer hallucinations.
- The model is faster on inference, cheaper to run, has lower latency, and is less GPU-heavy, making it more suitable for scaling.
- DeepSeek's release is seen as a declaration of war against closed-source giants like OpenAI and Google, as it offers similar quality at a fraction of the cost.
- The model has broken the AI cost barrier, forced big tech to slash prices, and made open models mainstream again, re-igniting competition in the industry.
- DeepSeek's model is available on Hugging Face, and early data shows it competing directly with other top models in the industry.
- The model's benchmarks show it competing with GPT-4.1, Claude 4.5 Sonnet, and Gemini 3.0 Pro, and winning in multiple categories like math, logic, coding, and inference speed.
- DeepSeek's release is considered the biggest open-model upgrade of the year, putting it back at the center of the AI arms race.

### Important Developments and Tools
- HubSpot's guide "200+ AI-Powered Income Ideas" provides a curated collection of profitable opportunities and step-by-step implementation guides for beginners.
- The guide covers AI-powered income streams, including content creation, e-commerce, gaming, and emerging digital markets.
- DeepSeek Twitter Announcement: https://link.mail.beehiiv.com/ss/c/u001.-EQ1HC9_Lrek26gTpN5xpE9UsTf-OI1XXDBIn-iULQDyZIYI5lmlB8sCJIUUZ3UHp9wrvVieEhMC3syF3TLn-JUjAmWb6HG1VIiw4mDOI5hX4NlMyNjqNafvoY43F0FTlMpHUMgMzyXOIRoaaxthRdeDty7Uoh1ahMt_ZnwGUnkvlQbeZJiyPNpdk7O8Ovqr5bNYAbohw22K1Gnhwz25iKZUYlEC2nqr_csX1GMW1iYJrmN7vfEPXd1j2LkhmFQx8SWNF2guE0mz1Eg3h71y3A/4m4/e26ML6LNQ6eybSeWRJoqxw/h9/h001.Do5XWjP0tqL3S9EaWkRn0k5f0qt7i8_IQ86S6cuOupE
- Hugging Face Link: https://link.mail.beehiiv.com/ss/c/u001.mpcYIGRjljiWWtz30pgrAUMu3yMszTAAV-QKtCJtkqEDzv0Iz0mrMBUJxKM-sicQfOIc7Wti7vLlrU0i-12P5aTFmHRUcgKhwPgmgyN0MSsj86s1A_qwQv14KLD35WpPb5EbjM3DLfO-KSFI8ZMCxKl_ohrlAj06b2LqKrsv1ATWjeEbBvMoCnwhnx97kTFgDhjeAdv2l7TsM6PMzvpEPmOhlDWziH_SQxCuPPFr9J04bdRNTrwXsuxvEqoMsc4nJXr0TQHgGIUbcqyzSBca9g/4m4/e26ML6LNQ6eybSeWRJoqxw/h10/h001.hlMyb9iQ-3YleDTLstDLeI4Ffa2vz_AzDtM8Bn8Xumg

### Important Links
- Read Online: https://link.mail.beehiiv.com/ss/c/u001.twFgs-ckiNZ632HpTJQuPdoQiN9-x4AlTxuP4InofItaRdYbWNFjHFSKudwk_m4qDuzB5bbBmf4yj1Hi7mP3rP4MULYicBsXu5la5_SRzyPdQlNa_DJBcu5T9bixuBaBc51W3A-VYtTnqkfNSyYoNKDDIoGqATV5Zxi8su2nU_x_ZAo4QDeCOuPDDVPSDsEefLuIpkalqprKAUHgYIc7DcCG7d_ZeCNjHIyMrLul3uJdNAH4KGlJZEfSVCjTmA7WEgc1_j7H6UuooRHy3luC4RJfN_YEpFiVUq0tapB5zstmIwNpODwzkkRa99lPAirYJete3PVqs9WMLgVawHffZDTwejZ-pIexkH1Bw_9ED0O1iPHI7_p1lJGrTb3_o11tGJ4RL19oVzbhFmrZ7-RbcnPBY4xO9ptiGOJCMS3Ggn_26ji9Tb2mH_qrHtv0UyEs1geFQ9EmJwsnVt3ZY-QCkETvOrZCvn5BHsirl4qb9C0mFFGX-JFqZZXIlJIbAy17RF9GoI-uarZvn3uPtZNam1Co7lzarNZ-vS8KYOSfCmjjivsBTfJMFKlTnaVLlv-O9uJHGsWFl7tc0NinEmhr9nH679Vt9TqvxiTMuY5RR0wy-BK1FDQjnvX2Sl-S1edrMDpDLAXYWCVn9c2OX0D6xktnPcmXhfVU2zJYO6q18p8uidLf2O63MwPER_gm1iDmZGRv4Gk2loEKuZStlD1XDquic_Ds_ik-ExNeejpIH8on4XELT4_y4ojZBfqNd1ts2FOGAzmKApi_hWQmqowV8GqmF7nl19g7jswgxSvWzbXG_Fgwu5HfC9gRgZL-S6zr55YCaig43ySXuU4FwhJghQ/4m4/e26ML6LNQ6eybSeWRJoqxw/h0/h001.zpcs8ZFxNIxhY2zii6aRDOTQgh7R8FESzaX7UxjoTN8
- 200+ AI-Powered Income Ideas: https://link.mail.beehiiv.com/ss/c/u001.RLtf3m7ChGDDtOulZAJmQcjfKvLqm0hNUIZQ93BarZEuM9Ps4qwO5uQGXTNqyrQ_M9sN0bCIRjJcLK2TLCWAibw5jo7cniwyLq66Ct4JwY-s9-cFBp7iZLOkpeuv5r5po8cwbZ44PnSCGitFKP9MH076FV2-aw3Eti38JRfSl-aYajgT5BqsghJGkDPUraFQWLR5JexmeG-_WoaRsZvsel4PGkQi6IRbOfg6waNbM9DZW2L1CzJz02hmu9y8P5ArfxsgsuvCCEYl8QNmcRYj_Sp9wgXu-QIlzYOVF7cJJHlP7oMnOGxhPUXmMcoVPJiRrrXuL2AhEi4T9LK2rhmtbVzqrjEI5EWT2rrGpc6qjmNqtwC7MnO09VjnToOs8D6O73G4u3xwcc2wkoL9MkzBtdZEcHkcsJmDwF2CM074wvVqwfarsEt27BWvwcgJVZxdb1JRQLwtLaAuayZS2dO2AiIgynGcesSqLJQQCXxVF67W0NJIzyuGAcNqSyDCxSigWC2LfRz6kZrIj-_etSD02Q/4m4/e26ML6LNQ6eybSeWRJoqxw/h7/h001.WdvTPb2mf2Es3ZcbnXwnM1rSoaXwgnXzY_qsNXmNKuU
- Get Your Guide: https://link.mail.beehiiv.com/ss/c/u001.RLtf3m7ChGDDtOulZAJmQcjfKvLqm0hNUIZQ93BarZEuM9Ps4qwO5uQGXTNqyrQ_M9sN0bCIRjJcLK2TLCWAibw5jo7cniwyLq66Ct4JwY-s9-cFBp7iZLOkpeuv5r5po8cwbZ44PnSCGitFKP9MH076FV2-aw3Eti38JRfSl-aYajgT5BqsghJGkDPUraFQWLR5JexmeG-_WoaRsZvsel4PGkQi6IRbOfg6waNbM9DZW2L1CzJz02hmu9y8P5ArfxsgsuvCCEYl8QNmcRYj_Sp9wgXu-QIlzYOVF7cJJHlP7oMnOGxhPUXmMcoVPJiRrrXuL2AhEi4T9LK2rhmtbVzqrjEI5EWT2rrGpc6qjmNqtwC7MnO09VjnToOs8D6O73G4u3xwcc2wkoL9MkzBtdZEcHkcsJmDwF2CM074wvVqwfarsEt27BWvwcgJVZxdb1JRQLwtLaAuayZS2dO2AieknXYt7KT81Do1Q5J5UFUxm8Z1VQvdnpAgOA0ybgEPweXbG4INHsHAgOAtoHCGfQ/4m4/e26ML6LNQ6eybSeWRJoqxw/h8/h001.NgodzS6jBiHerQwUD4tXW0RUXA3O4msrzUTZ5iN6604
- DeepSeek Twitter Announcement: https://link.mail.beehiiv.com/ss/c/u001.-EQ1HC9_Lrek26gTpN5xpE9UsTf-OI1XXDBIn-iULQDyZIYI5lmlB8sCJIUUZ3UHp9wrvVieEhMC3syF3TLn-JUjAmWb6HG1VIiw4mDOI5hX4NlMyNjqNafvoY43F0FTlMpHUMgMzyXOIRoaaxthRdeDty7Uoh1ahMt_ZnwGUnkvlQbeZJiyPNpdk7O8Ovqr5bNYAbohw22K1Gnhwz25iKZUYlEC2nqr_csX1GMW1iYJrmN7vfEPXd1j2LkhmFQx8SWNF2guE0mz1Eg3h71y3A/4m4/e26ML6LNQ6eybSeWRJoqxw/h9/h001.Do5XWjP0tqL3S9EaWkRn0k5f0qt7i8_IQ86S6cuOupE
- Hugging Face Link: https://link.mail.beehiiv.com/ss/c/u001.mpcYIGRjljiWWtz30pgrAUMu3yMszTAAV-QKtCJtkqEDzv0Iz0mrMBUJxKM-sicQfOIc7Wti7vLlrU0i-12P5aTFmHRUcgKhwPgmgyN0MSsj86s1A_qwQv14KLD35WpPb5EbjM3DLfO-KSFI8ZMCxKl_ohrlAj06b2LqKrsv1ATWjeEbBvMoCnwhnx97kTFgDhjeAdv2l7TsM6PMzvpEPmOhlDWziH_SQxCuPPFr9J04bdRNTrwXsuxvEqoMsc4nJXr0TQHgGIUbcqyzSBca9g/4m4/e26ML6LNQ6eybSeWRJoqxw/h10/h001.hlMyb9iQ-3YleDTLstDLeI4Ffa2vz_AzDtM8Bn8Xumg
- here: https://link.mail.beehiiv.com/ss/c/u001.twFgs-ckiNZ632HpTJQuPdoQiN9-x4AlTxuP4InofIswJvY8wQFQRGcnjmPgARAfEr_VS0-WEKgWPeYVrrOvD_4DLM1sNx1S66hFhBdKltEdW4WEuP3A4eMS10RSzVa6yy40deUquFzZ0ekdIXL2A8apQbS8K5Lqy3rY8nj2zqMdGiH537EzS5Sw7hu8qdlWYIFw0Hqu9wJg3Aaz-pEYRhCuqtbgdr1fZZ-GdKPwF3hT_k50R5n5FpPetO3oKYfE0F9HSc1SBt-p9m_t_njrqgiscZcYWlETHQiXMGAgCDCT3oxGTbX4rtwecZo9iIMI8Jh7s4MMZBAHEtnD4_39qXrMXGZzyK1FPIZHIkuguwC-zex8DHQLgVVr_wUBCZ5wBrEviAKIz7HYBbI5Wa_iGSq2Da9K7umj8-XyH0EMANNnf1PJR68RnR5o6zbKk_mvHGszCuhWCE8aSE8GksoVXPxk7JZnXGgzFBM1IwVTrndS5lAp7JsIfTO3BGIr52GQpb1GEVvEoUxXMvo2T9XOsnadk070E0fmc7VfDFxQRbjSnxwagYljnJ2Cx2L2NHqD5R5k3hHnHHEnuDpP4oRA8nNIyg28JqEErUQL7bdp3R8D0YIXKq9z3t56_H4PCjf6jkN0C4vkbAebln81R1ew-Xoc1XMaYJstF68eEQ-JRsCjqRqf3OltSoNla7hYJ_qkVDHCyces7RMwfiu11VqW5ebvr6qbkQZ5QKuw7eUj7wwFEbR2BRVckAD5xVTT2vh4zvp5Q7i3BO5sTqES02vzj0YXS9VVcLE96vBLbLR_zRTuCynENAJ7bzG_VY2aDWFwOi42gemmwaAxCYjHMmS26kXKP9TF59hllOeDdG_BOUGPEEVf4yDyxm2wQ4PBh8udRwse3vSmyDYHQja-SnEMZC-lOnCSiciiGzM_jxH4me_ySelY_-p41mQKf1sdDJL7uWdlgeRliHLPKY87dMyujsExX157unSlUU719famDw29axnOVYedflkVG64IEtpsCObeRK9noyutjWUqKH74eQ/4m4/e26ML6LNQ6eybSeWRJoqxw/h15/h001.zc2HRN11nPrUvKEymaM26sHARSceAH6y4Z7facWfkww
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How Lyft Rebuilt its Iconic Dashboard Emblem and its entire IT Platform along with it?

AI Engineer (Hybrid/Onsite) @SD WHEEL CORP

What Is CQRS?

What is CQRS? This guide explains the CQRS pattern with simple analogies and practical examples to help you build scalable and high-performance applications.  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌

December 03, 2025   |   [Read Online](https://elinkade.hw-mail.glich.co/ss/c/u001.oo1OKvJJLUMQEpEGxXjgTIKhAfpc93PKAT14vnJnBV126Yj_nyxRhife4poA6LjG-A9S09EMP-UI2wIX1QDnSijFKJhPJ5O6REx9riIPMYIqYLF3bTUs9Ms7Eo8WRyrQBm9ccAIfMXuZ0UU9rPm8xTKSbgqvlRHXfmG-prdkgvs-BCj3ckrV56b4JVcb6LWTy_pYqySXX_nvJv2kjyUHklh76JW3DkZ2qfsiO7oSsLbXrxTWFyoOZvy4RPaUDQMVBkBGp5HO7LCSYqXkhKXO9nic1QcnzIudcNxN3uGiabyDef6lmXL0ze5JsNFD3ttK1PBb-nHLmod9qostag8I5SZ

What Is CQRS?

## Hello, World!

### Key Highlights
- The newsletter discusses the CQRS (Command Query Responsibility Segregation) pattern, an architectural approach that separates data modification from data retrieval for scalable and high-performance applications.
- It explains the benefits of using CQRS, including independent scaling, optimized data models, team autonomy, and enhanced security.
- The newsletter also mentions the integration of CQRS with Event Sourcing, which acts as a system historian, documenting every change as an immutable event.
- Job openings are listed, including Principal DevOps Engineer, AI Engineer, Systems Engineer, and Software Engineer positions.
- A guide to system design fundamentals is provided, along with a link to learn more about the CQRS pattern.

### Detailed Points
- CQRS separates data modification (writes) from data retrieval (reads) using two distinct models, allowing for independent scaling and optimization of each side.
- Commands are used for writes, focusing on intent and validation, while Queries are used for reads, focusing on speed and data presentation.
- The CQRS pattern is particularly useful for complex, high-traffic applications, such as e-commerce platforms, where read and write operations have different demands.
- Event Sourcing is integrated with CQRS to provide a complete log of all events, allowing for the reconstruction of the current state by replaying these events.
- The newsletter provides a comparison between traditional CRUD (Create, Read, Update, Delete) and CQRS, highlighting the benefits of the latter, including lower infrastructure costs, improved user experience, and faster time-to-market.
- The CQRS pattern is also security-focused, applying stricter security rules to the command model while keeping the query model simpler.
- The newsletter includes code examples to illustrate the implementation of CQRS, demonstrating how commands and queries can be handled separately.

### Important Links
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- **How Lyft Rebuilt its Iconic Dashboard Emblem and its entire IT Platform along with it?**: https://elinkade.hw-mail.glich.co/ss/c/u001.oo1OKvJJLUMQEpEGxXjgTGLn25832Ov2jw1_s7gIr-f4d7kQsEROohanazjraVcyfXIloTQjsDey9d4L7Pca4l-NdoEKVPtZbhJ2P06B92tB5C1zN7Lv9d90cuGE3OO-CkZtfNfcd7NUN78PX4BHBT5Gr8gfrxr2xaNhF_Iq0zvI-u1aTFpO1oKqOoV8b-pcN34BLrQb6OjUeI8v7zm71iAvLQQsKTqlbYTrYS10Il2eIHKc7mWXLuRAjve-2e3Emj2l0rrejgNVpzSR_EoGaebzm5vIpj3D9rJcdElkpP1PI76tPrEN5nG91mE7VBml8AXf2JQ5O5ceyfBGiN7v0cT4awyvha_g_n78B-fE3ZQEgATJdM86ugMs56BLTmcXodStap5xcDRjp3ZNTDgJ0wS287PPbTwRw_DyQZL3mLWMbwFMb0tZ7jjmx_nB9VCLtOcz3c383xrG4YBiFr388vRyZyzM1s-j2LfPtm4dd1Rjkqa4uuClDSSOZxDtUdbjxt3uqnFn759rSYL_nKKac8kasm_LARvvXBaSl6bf0RRkqtQxNmUuGdbB8jm5I1qeMej9hM8E9uZzUm8u9XF9B6yiBtMup7XFFyCbbPFdGAUcUow-D5ucYSMFAN3EnN418Bs4gwLqTTOB6Gp4V8oY4LfIsnhqTURm5d-PT0qyAf7qK_lve6ul3YjMxLvSJomlTIVOXSC0yGqhSUCLfNLI_Re3zwJPoVdDzqkWkq-EaofeNtnGacU-5_I-UonxqFdPOIeKXWQ7jj3XCpbYU18W8q0y_u9FxXejf3LZhPUGuFycQ2smPq8FIjd5VMKj5n5GDxIYLZvO0T5WRM_cWZYzHvBJOr1vrWBS9cXKnWIoCJSjwHDgVusd1Wl9HRopq42q/4m4/Y4H5d7hBSqOXH-Ue711f3A/h4/h001.uV56jsSqhfskzScnOT7yiGXygc-nv9Fymd22Y2AUSpc
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- **guide to system design fundamentals**: https://elinkade.hw-mail.glich.co/ss/c/u001.oo1OKvJJLUMQEpEGxXjgTJFbzpwwjZc02JaCndHrVBD5beKawPELKvOIj6WBCQLe2rkZ6tseFIzPYjedsCM9wW0sjcm6xmlAFiKLc4d8hwBkg4MLisxcCHN5MNf0dEU145NVkEvdXuz7a_5PomdqM9jNxSQsoMcpsk5-E2IibaF1Ee8iLiBHghUx8waSB8FQUPogKJCNV-qK0mvYjIsAgazJId-oQbVRI29spo18IZD9hhWWfnj8ol_lBigHoU9o6qCuMaqPL4IybF2PePcsuYOacUb-Hm5rMb0Rjj4OHruv3kPtdGxfuhMTsdJDxfscmRFXvQ225wAgdEmJB-FSAww16DAVSG7rAR_npwRD_O0TyDPu7EKn89tg2RmPW8OsqM3ACFm6gtSPnaaf3s_6tgJYa4ZcD0DSioeqYxlNVy9HntvVTapD2Lnz7eQ1SloIJ7lcwyAsUUQf58MNpcCgQYviunTHrHfP7CB4twdMpxAU9A8huhzz3T7pM9pL8cb4GaDtIBiII3AeK_mMmOvKOHW9HGzqthHnTB8AmZdCHwNVGuzyLzpeBHrlkJkD39XvsIfLqh1kuHC8Gw2-mLoGniaDUVVa08_2rkv24ru7WQUGKiu3JGPpFgw-Drcy43O0hn2ShJoKeCu-9lqUos2UCEo0LEpi6bzshLC_kEf50m2B1DQ4h6Pm31dcPb4Hc4nCqe8lZuVurNOz5T9DHriG2IHpBHKipLgKrZoViiAgRguHGUpGnTBJkfYYRpv6jGzNueP-Sc-ws-Qi4fEED7H7g_DyEDy9XJ7JaKjN_21qB4w/4m4/Y4H5d7hBSqOXH-Ue711f3A/h12/h001.sf8FCx1iPWq8aLNtUwgB4bNzvlnr52zq35MzIHZjNYw

🦾 OpenAI Hits the Panic Button

Code red declared, Mistral 3 drops, AWS coder agent, Google search shift, and more...  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌

December 02, 2025   |   [Read Online](https://link.mail.beehiiv.com/ss/c/u001.YVtwEONifAodwtyRJ4fK9EF0aTtXoffYj_Syhgk1RmDd9jbqbJitp6Ju93tvT5k0hoX_mu4nNGTZQi7MHNrA7bgfuGYaNEiYEGGvl4N29A_7pTtvL5yj-NAjaMlX6pu2KaereVwsqJzMPVVXg2q2pJEpUUYtkPW3u62aTSqZ0vxH-u6ub_qjUhR73sS_bqm7zK2sABQVqfCm7T2yxZs6QEGALyYUj6g1ofqsZH6cWdl_zJFlqWJGP9AXU3-tgclwURs-1C3EuwUcFEvKWdW_8koZaBjm-wxqM3AbVaIZAXPzbygtGu9AkgrpTA3cTjTGEPCqSTs_UK1rvJ_ZSKdXr2NgUU3IAYNNffRx9Y8S6CKYFg51StRNuPevL5tc7WcJg_BUa4aQHzd9F1mb6

🦾 OpenAI Hits the Panic Button

## TAAFT - There's An AI For That

### Key Highlights
- OpenAI hits the panic button as Sam Altman pulls the emergency brake on ChatGPT development after Gemini 3 topped benchmarks and stole users.
- Mistral 3, a new family of open-weight models, is designed to rival closed-source giants like OpenAI, offering enterprises full customization and offline capabilities without vendor lock-in.
- AWS unveiled “Kiro,” an AI agent that writes code autonomously for days without human intervention, part of a new “Frontier agents” lineup.

### Detailed Points
- OpenAI has declared a "code red" and put several features, including health agents, shopping features, and a personal assistant called Pulse, on hold.
- Mistral 3 models are open-source, allowing for full customization and control, and can be run offline, reducing dependence on cloud services.
- Kiro, the AI coder agent from AWS, is part of a suite of tools aimed at automating various tasks, including security scanning and DevOps testing.
- Other notable tools and platforms mentioned include Base44 for building complete apps, MagicLight for generating animated story videos, PiXmas for holiday portraits, and Flamme AI for personal love coaching.
- Google is testing a feature that blends AI Overviews with AI Mode, allowing users to jump from search results straight into a conversation.
- The newsletter also discusses various AI models, including Lynx for keeping faces consistent in AI-generated video, and highlights from open-source projects like Dia2, Deepagents, and Qwen-Agent.
- A guide on how LLMs remember prompts and the ethical implications of AI development are also covered.

### Important Links
- **Read Online**: https://link.mail.beehiiv.com/ss/c/u001.YVtwEONifAodwtyRJ4fK9EF0aTtXoffYj_Syhgk1RmDd9jbqbJitp6Ju93tvT5k0hoX_mu4nNGTZQi7MHNrA7bgfuGYaNEiYEGGvl4N29A_7pTtvL5yj-NAjaMlX6pu2KaereVwsqJzMPVVXg2q2pJEpUUYtkPW3u62aTSqZ0vxH-u6ub_qjUhR73sS_bqm7zK2sABQVqfCm7T2yxZs6QEGALyYUj6g1ofqsZH6cWdl_zJFlqWJGP9AXU3-tgclwURs-1C3EuwUcFEvKWdW_8koZaBjm-wxqM3AbVaIZAXPzbygtGu9AkgrpTA3cTjTGEPCqSTs_UK1rvJ_ZSKdXr2NgUU3IAYNNffRx9Y8S6CKYFg51StRNuPevL5tc7WcJg_BUa4aQHzd9F1mb6dZ8iHePJ6pK6ktXnsssAX_P3hk1kH-scPAQVsXTnTnX4o86nkO6QchCtcaDTRx-LiHdb6eehleUgrzlA9cvFe5GdZbIE0pY821CXKpYbPnpmzMJTUWONRSgOEz_3h8ONCLJBEIcKI7WxinxnwUzp8NubLP3XQW7tjWmWO6NDEo7uBP0mnLaNEWAF-xIY68pQ17PZfQwEhWfCU-kFVkYtYHOCEKia7U2KldtK9zh88VfGNR_Rao4IGICcahHbt7sy2QM69e0QiwtHm3WiSj7wfqd2P70vD4nhecRFeCYOe6QJLTzfT_XAdIqiltKC54-3KjsqHTH07tXrOeON8A_eqffH7qlr7JcELD-FxYNRnOqUx54YlBl4iEYcQJRElNSyBBpiuTcwdAwhPppvavYRHIglN1oVZBcanyPtEAUT0tV3ZzVppr6uEwihv6B1YESv2IuxRYPXlfk_SnFjSp1VF28I0zLohu1kPS-Az5lQ3JA_cK1/4m4/M3Q-GmuiTD-c1GrBKovElg/h0/h001._Gqa4gb-fYZBxEaaLO3ox1jU5ssml9aQudzQZ7koW0s
- **OpenAI Hits the Panic Button**: https://link.mail.beehiiv.com/ss/c/u001.1xuMCs6apZHbsVFvKd7PXHVSduGn5TFHQc4NKEtjA0r0uJ3U3nb1VzRdV3CEkGowlCA_WHfnHNwkpO_eRNYVJWUWCDXA05pqGsgYOOVtj6-mDwMZQiAGFtORq6UNv1ouHh0ZfBTY_06sw98Ln2skaxTnACsGgvCaiF4Z4H9V2R8rq5P_aHpV-2s1QMl4TOMVlJUsPjj3qwpBcC9cvJyiXfMU7F2Dol96wfg6Ayi_qGqTljJQiqEeLrpuXBR7P6wg95xznxrieiRIGiB3J3FEE5P5pd2onKrs7ho1VcyypOW0gJ6uuUHRERO-xcZQonJQg2uWRbGsvTmiG-TZpb9O8MQ92dho8ZwF8iYlc-I7b07nB3tI6MEVNNtN9gvbQnRl/4m4/M3Q-GmuiTD-c1GrBKovElg/h2/h001.lpAzX2Mm6_8Kb38o07oHA16TRABuwArG7HV43luAqPY
- **Mistral Comes for the Throne**: https://link.mail.beehiiv.com/ss/c/u001.Q-EosvIiYZ-ID_IjCMpqt4YsDD5IS1oGxX31I1pIKWuDD6Yb-DgCUOQvLCz9iiFydhDNm22PlLp2k-xHPfMJ4T6F8jb6JXoODvc9l0ZXpUXrCzgzd6Ysk2xdSCm6Mrh5HZ_2bUqHW3ASa2aRj6NF433Glwrtm2kwkLsIlk4uLJq6q4sphyBQuZMVo4zX8zSBghhr0UCRKh7MY5tsMOrWtW7QLffWJgMMOvSsmxm5vxQE-u_712DOb8m_QJe0fTTa3BjMlklCsHyPoR_RdUZnFw/4m4/M3Q-GmuiTD-c1GrBKovElg/h3/h001.KFPsT_wXMUA45HyWWrGajJU1hMo_zOPXqLUAUN4KLb0
- **The Coder That Never Stops**: https://link.mail.beehiiv.com/ss/c/u001.os0wY4i5pjGIM0Qbp25e7lHmLD8N0Hlmvc6HxWJsGcAK9P6_y4J6FEXho_k93Sbm-Woy6y7vYWf2q8FLbNTo0ksc-v43-nHCsb9grdoK-sYJx4Xq7dIiFTC04jpx6JSb5P5-icTa-VyI-Ulk6BzRmDr-WVMXaACyoQn4nPvk13H_c-q4TLBkQ6LAjwPYT_SOYkxjQ4T5wFHza9qxMY9ayPf-KmXUMiHt1fEgjKQJZlqoLjMRsskW3h4r_Xqra21UErGL2i0LxaR-krWHApkClExcgB378HAGx_VMdDeQy7fDvpBch-XqtR-e1h8ddEKfKEpov-Dw179T6dOmBs1veQ/4m4/M3Q-GmuiTD-c1GrBKovElg/h4/h001.Y6vAzFdXK7H8LuyCJRGLQALf4OjL7R9dBIB3o1cmbAI
- **Base44**: https://link.mail.beehiiv.com/ss/c/u001.RUBZ4nmpws8F7fbywsQK-p-M_znmOMfXNfBehBtbgYSNYdLfhj2Ll24DjeYrNyw-zoi0em4dmeajbaHRKwnhr4xpxN2tYuagfdeHBn_T3C87Yw-7JPctyW-x9vLNfrm70GMsyyVxK5TUNkJoL19pQGwqDnrFVJ0xs17YSlAdTayhTNdUtj-1JQxFX0J-2DeY10FS4DPDUKAlr3xRGu4quqe-uDf0W3UO-zt9lZEloofomMh-joxANLrTPU-viYd_/4m4/M3Q-GmuiTD-c1GrBKovElg/h5/h001.nur0_FmwqR8I9YY6NwCvf709fl6KG2_ZaXCJHtDVYhU
- **MagicLight**: https://link.mail.beehiiv.com/ss/c/u001.RUBZ4nmpws8F7fbywsQK-rJIivXCmZI8CZ30KuUjcM3ip9KjoFD-OuB7RJUud_TNyQ5SrK6Ff0S6Da8mN1Eq4miPuqnMEkT0Ol-RoWa8UcKt7qTD4HTpS6vTCtoMUmF7MFIfAIRh7qlhMddR2yRy8lOsBGBTkPmpXL3wx33mgRmbTKvIxobwmUdRJNNW1oBUP4BExL59lVRYgDREhoZR7P3ZwkmU7zkl5YOQkm6zBT5csFdIBuXYWC-sgKaco8jf47eJaemujaDHXNR9wI57KQ/4m4/M3Q-GmuiTD-c1GrBKovElg/h6/h001.L1wKAswi70JYjnm17GqyXQcp-cyjV1LxFza3dajXhDA
- **PiXmas**: https://link.mail.beehiiv.com/ss/c/u001.RUBZ4nmpws8F7fbywsQK-mOZdfUJoMN8LJX7b428ixEllAExXmLoLACkW0TgzxLvbSgBqBwT0UAi5K-UyOcgK7dzTEqMXBu6l67Mf5gPftb0LBj7gBJ6dnk-EYMNzNWGC4z998bR3yW4_U-BH9thkYjmcFrYbTB8QYmGwehz1STCh7C8Kmh2eOPMr4YRasMKOIAZl5FtSvxH1BJ48m_C_A8cd7oqg9rF-qYXM7znOD7pxqRKV9dlCdcSBirPnaVc/4m4/M3Q-GmuiTD-c1GrBKovElg/h7/h001.Y_woQgwZ9JcLAepu2QQMSB0U4EJPHSlgz2auKfMNyzU
- **Flamme AI**: https://link.mail.beehiiv.com/ss/c/u001.RUBZ4nmpws8F7fbywsQK-po39fTsrkQdU4xMo1QMtS-rdNF_OaDuSKEKXCJrD3F6dUqZ5iPohYbOCvGhNPmxuUOk-jVYic_jmyGs2bYSAQbc_S64RruXaT7lChVkazR3IbCiA-8p27uzXPbWcj7X9BBtv3ufu8YOonr9vmAE5hzZ1NVeaKBVU1txAXqaNwinDPOEcTNaN7AZQDq8pPfip89RoNCNTHV9quH7NdwcxmHrDgSY631K58jxESY-1k41/4m4/M3Q-GmuiTD-c1GrBKovElg/h8/h001.eMW1zZrlPp0_rXfDj32oDAgziFKTzHs97qsMR091fQU
- **Coursable**: https://link.mail.beehiiv.com/ss/c/u001.RUBZ4nmpws8F7fbywsQK-jpCoTq56h_A_by8vvJZAPZjkplyCZGGpL7yWfaLeBV5DYNPMmH7vFKPAuhb20MNWRCT3LPB2AoukRWx4rjQvfnhP2uE9SfvFRH4G1aydy_hBJwpyg0U_DQomPrhgrNLPLPEpeF6a37SoqFvHqfUFC3o8XqGpYbMaaSJDfR3V8waqmjPUufiltgO1vut1xHnTwIsz8lDyNWB0LUjCMxGoPSoqYhOZY3kJzJ5erukOu1ZMOnK760ukRc73EN_rBfpcA/4m4/M3Q-GmuiTD-c1GrBKovElg/h9/h001.1D6Vy35emygvN-IAXUkosYiX79cXXBe4ttlEyxyBV6g
- **StarZero**: https://link.mail.beehiiv.com/ss/c/u001.RUBZ4nmpws8F7fbywsQK-rnVVzsyffpnKwC-7XODWEDN8z2Ca2FHcKmBupoipE_9N7aa7I35tW1LqYJCKkBN60zzOJHejheToYDLpHwvcxl4NbbiQooQ6XPa3ILRx0_zbjdJkl87Okb-AG82efcKoT7LnOi6t0cBP-OnHgJvrFPpt_h0FIzzg7UdHtnpBbs9GjV1MuPz1oXoZPXlepfBRdfOvPFLMCjorOc9dqC0SArdXDG8Lr2I2s6tIIP3Lgup/4m4/M3Q-GmuiTD-c1GrBKovElg/h10/h001.xw-bp9w_sW2tN86QQzIVNBX0YKrR6p0Bn_aU57Go0nw

OpenAI’s &#39;Code Red&#39; after Google advances

🚨 OpenAI's 'Code Red' scramble

PLUS: Prepare for job interviews with NotebookLM  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌

  [Read Online](https://elinke1c.daily.therundown.ai/ss/c/u001.dSnm3kaGd0BkNqLYPjeMf75St_4h4uVDlb2B1USeB_HG58Ma6MkYEON5GWG-ATgkdBFsDv_U5vhm2EZYUGrvmnT_WskX4dnGbQ9i9h61Z4Cxy8v1IvB9biR5QP_hAkmsmvTkPJz503lCLZntyzFx4HXWnKeMv7oqs9CXRS0WwK-U0vO_84A_LtD02OKIYiM_DGABcLKYnxxhN3XnOMnYPRsfuPb235C8DBBMee21FIso9CCmtLcMxJtTFwccP5dFfxnYzp-OsMnw3Zer7oVC75VCkG4UhxuFnclYVERRbBnw48cSYB-DQ6NwHE8hCIhT-U_dRrrOGSDgLH58r0SBRQlX461oBk7bVbAnFY7hRVTIhSyHPuUlSMAQxTTrfMNukl5TgD-8ivaNDA_MQflNA4UJbKLpG91lKg7N4F5gXsgQSiyR2NGTVufmPvotIPx1cfDad

🚨 OpenAI's 'Code Red' scramble

## The Rundown AI

### Key Highlights
- OpenAI has issued a "Code Red" alert in response to Google's recent advancements, with CEO Sam Altman pushing for improvements to ChatGPT.
- Amazon has released new AI models, agents, and chips at its re:Invent conference, including Nova 2 and Trainium 3.
- Mistral has launched its open-source models, designed to run on various devices, including laptops and drones.
- NotebookLM can be used to prepare for job interviews by gathering company research, generating practice questions, and creating personalized study materials.

### Detailed Points
- OpenAI's "Code Red" alert is a response to Google's strong Gemini 3 and Nano Banana Pro releases, with the company fast-tracking a new reasoning model codenamed "Garlic".
- The Garlic model is expected to be released in 2026 and may be a GPT-5.2 or 5.5-type release, solving previous pre-training issues.
- Amazon's re:Invent conference saw the release of new foundation models, a model training service, and three development agents with agentic platform upgrades.
- Mistral's open-source models, including Large 3, are competitive with non-reasoning models and feature multimodal and multilingual capabilities.
- NotebookLM can be used to prepare for job interviews by automating research, generating practice questions, and creating personalized study materials.
- Other updates include Apple's AI chief John Giannandrea retiring, OpenAGI emerging from stealth with Lux, and NVIDIA unveiling Alpamayo-R1 at NeurIPS.
- Anthropic has acquired open-source JavaScript toolkit Bun and revealed that Claude Code has reached $1B in annual run-rate revenue.

### Important Links
- **OpenAI's 'Code Red' after Google advances**: https://elinke1c.daily.therundown.ai/ss/c/u001.dSnm3kaGd0BkNqLYPjeMf4_pVCvgnnuS9csEAS3pWhukjN77GK_f-3nAppvJRQHBnDbaNoC4Pm_7jNFHIYF_q3jHLbGCnEr3TcU-18mD7NZ1XvHdlzqy37yM12lggcTBzISzW__ZTZJbA7uqZb9ARCp-pq25ATqlUS-qOrKWxwG8sxo35HB3W9GEVufHBM0ZdfiD4SJpquu_24St5VVmr5hKrec0BYpE_KMt-RdxMO4PKLDV8IkY_znTh3pfcS2qWwWqMEwl3k78-3ybbCfaZWLxNiClmr-Px5VaoD51ax1YzUkw5Icg5Mg5ZAFkiyOTz58uqsqdFmgmwTAxE4mvnlxqdtJcjD0nkisKdSdJpqI/4m4/-NZh_Z7nTu2LUJdcE2i-mw/h5/h001.U4_TYeVV9IUQh8SXgi8d0Sm0Biyr21-o9M9n1xiJgKU
- **Contextual intelligence is the future**: https://elinke1c.daily.therundown.ai/ss/c/u001.a3gBHu6_kDRL6l3yEfNWAfv9IVrU9dxd_jDrsS4tGk9QlkrDpwrvyxtmxS80P6hnEaa9QbJn0CqVAgylSEJUkZU88ipothoz5HMUBZ_1TGmKLeWyzR58id5Ww6Sb6fk5ThutEAjvRzXzRBxCQXAwxPA6yjpsLEOE3byX-ScxDnUHidS3iP8WPQoGHZlyqTvuGvEOMSGFsBEYZYA40d28Km5BULltduzMznD1NDXUeDVPfG8nf8wCuCEOk52mnO8IGY9pkji8TDF791JgLMl7Ag/4m4/-NZh_Z7nTu2LUJdcE2i-mw/h9/h001.gYJIzxbQLZmxaQwiqxTdJyZmqonU4i2aS5JI2MZ2wPE
- **Amazon drops AI agents, models, chips at re:Invent**: https://elinke1c.daily.therundown.ai/ss/c/u001.dSnm3kaGd0BkNqLYPjeMfyU1OZJ15_2x0B7lpFcaDYv-Ad2N_wG49wD2gOfMBHqV2KHbL6Ri3AOgKCvcGN2oBSit-1aRNfwM9f4Rq7OwipnN1Ab13TrdE5pYPGgMI0VLBqrm4bY43xQ7d96sMeDJkwdH7fZW6r_Wha0LDJTm7IjWiWcho1Onq72xXZKXAOv0jUjOpmtC3hRNP0H5dRLNE-jHsG578fsD_dncxYOuhJiw14445F9DjcH4Bq9ZaUtMn-QQiAjpD5lxAlhvGdJ7RpBnSfqrURizTKo8hjczuLc/4m4/-NZh_Z7nTu2LUJdcE2i-mw/h12/h001.evNgosMX9ZNHzcM_mTcs4v7RLe17YRYqurCS1Npgfvo
- **Prepare for job interviews with NotebookLM**: https://elinke1c.daily.therundown.ai/ss/c/u001.Q334NVcZU4O6L6VKRz8ijB1TBWraWSjSa1EgItxTfJHH1DXOVEUTO4LEzZFmq-YpNuzVO2tJ-E15BxDSDkQMeGm_9onR_FlGJ9ExyCmr1_sVGoDU3sXCxMEn1rIlIjcZ-7WwfTKhcFeBDS3P96xMTMYVkeTqiew97HO_1ZpEF8jpz10gOFQ7pQP1OLf2X_lj1xTxoIDB5qKpHrTlDenxGqXqgTRoDlxCfdV_PbWNBUQTTlKvUATybKTEEmAOshyzdY0X7fkoG2W9poUPQazFR0g8SFnbk_D_pg8gIGBjf9IqxoaDACojCqr996-C-fFf/4m4/-NZh_Z7nTu2LUJdcE2i-mw/h14/h001.LjM9ViPbVmIaJtdPY0iYH1ApnXTPgL3JgtmGp2o2suo
- **3 actions to help boost agentic AI impact**: https://elinke1c.daily.therundown.ai/ss/c/u001.dSnm3kaGd0BkNqLYPjeMf3AZb0j5HoKv69Y3FteJ4hy0C27yLmV1XKSmMXawBGR4BgOSUHTJnD2LRR8nG5PFo3vt3iGqWXfuLsVdLpVF48gBjnJ0cDLe7bRJlqGo2DSo_8M-4UXX8qd_yYcbDcZH1MpnRs2_Ed_tEnS38R-4hV7C6BnbNuwLZPAEViQkMO8YjHpVyNlEbNpWLHA3rfUKAxFZj3dWM6URxshyZ1aDR5WvygBHrajIL1g7CUiZZVh3p97mg451rxMqGsSrr57jmhCXn29YtUAp1xbliIWx0G_DOTvxSLUmmHm4ePMMecm1eG5xElp0FNwL181R6aOcpn-Lb2kawg6TgJmdUflxAGQ/4m4/-NZh_Z7nTu2LUJdcE2i-mw/h17/h001.BjBgIH3KlesYnxVaKDyFbn1LGklQEhr_8yLwffIOWP8
- **Mistral’s open-source models built to run anywhere**: https://elinke1c.daily.therundown.ai/ss/c/u001.BKH0F2yLXfXXfZz4rVL6MEVFJrg-J6sYrjqNVy0Rq2-jFnM_G_A-pBuymktcZ6aW23X0IFioI5fD4kIKKJDEpd3WlsNYMJdbrlxIrYSiwXE6Gy8w2Jpy0lZnwGuoLDekiHZtfitBPpYmt33A65HY5YP0UqgMtog3HX0CuOg9OQ4IBz1aJzy5gWzHLbHXfdZ_yl-5lSDxxLvjDz6Czo3RJ3phSDhMA6430U7kHn7k8DBHrKsvlylHD9SKiIhx7uG_/4m4/-NZh_Z7nTu2LUJdcE2i-mw/h20/h001.IcgkuHMJBM_8pcxKks3kfejx0yF2tF0KrFA5ttBl9bc
- **Trending AI Tools**: https://elinke1c.daily.therundown.ai/ss/c/u001.dSnm3kaGd0BkNqLYPjeMf_DKThdpaPaB9_aROy42m38SWULb4gYNTf9_76RMjqVZPTvY2-tPH0ookACNgroqx2Ixjo4iQErggh0XUKwSeWPQ0BJtFGbFiiehTvitEKFbdPNwFMruHL1PU9mGWxWqHQSQbQ_GDPfizzbji_eZa_f0qvZoBzChjsUf3mceQDq_bTFP2mplcLtlEL6wT_tEqoS8AEFHmmMfOU_HhRxeltI/4m4/-NZh_Z7nTu2LUJdcE2i-mw/h23/h001.NGgaOIAjaR3pcb81ll4SduHcF46xw2mutxqeaamRR78
- **Everything else in AI today**: https://elinke1c.daily.therundown.ai/ss/c/u001.dSnm3kaGd0BkNqLYPjeMf0upQaKBEqg9tPg4eLaOGPn9GZ06SvDzckH717ctoPT5KRUzsfYxqW4aOxYFf76c6HZKrs43C_2bQ5JMNYLdqJA3-reGdJO8K03dq58BOxbXEJgL8mvRVeG6h5ahZYZYIv5YM4u7AeyxrktKpI8_AJQzBRJdpTrljv4Miq21sLFXbL-0ucE-GxbleYtsSmz0HFUXchoBcnl19-wyAhHCGziX8fixckPj7RcTo57rdrSpOwu_m70JKtxTjtf1RgxdSJn47l_xMpSTwef_iSImToKJQB2dkw2z7TgT-ts8maeT3n0ZTJ7QgoC9_SoYxO6d8cygC6xxuO4zZQipWk-Uo0EaS3cCAjuPLqTjhVAAar0Z/4m4/-NZh_Z7nTu2LUJdcE2i-mw/h29/h001.bKrHJHImeUzvcAgIToe-YXkNetvle9W_vIHROA8RyPw
- **Community AI workflows**: https://elinke1c.daily.therundown.ai/ss/c/u001.s9F2vg9H0NMFC01qj9PgtJ1BueGfQF0K1FBTeiiccnln2FOG6RYQolS0Wl9EmehrSV3jD5YNXH1HXvl3N7oXpCYehdA-i-4-f3n_HcFK5I-2VuOzPrld04_MAy3CBMOwLWMvO0LukVcapPF_CaXeDpdgs6vzXf4IFtmcKzd78e0PvN7KgkCw5whKiRV9v0bxfu_qvA0SaUH5hocJf2uOunfG-vW9kSeIGvsaFnXEpKMVyNmrazIPOnSt18nr9W6YlKk5Y09iIUYkA02SLPf8kt9Ae7Z1dAN2l2_YJqgkh02xcXWxoBh8DQ7sV5cLh2Yi-RJkG0dZb3Yo45st2GghHQ/4m4/-NZh_Z7nTu2LUJdcE2i-mw/h34/h001.513lPW_Yl8DcbvxiCqyaktuJoG0R8pfkk5v19TD95v4
- **Highlights: News, Guides & Events**: https://elinke1c.daily.therundown.ai/ss/c/u001.Q334NVcZU4O6L6VKRz8ijB1TBWraWSjSa1EgItxTfJHHUzKlcPyxmXPwyW5p_uI_EuRMdyCjr_usQz9ahXa2ah2Wwh9e7B2sKvqtrD8cElJ7S-I5LY9Hh06YmoMbeAc0CHFJPPKva1wQ3mlOmIhTuMMN2vDKQ-ycW-CiMorxm7r77GlxFJTTYKyQdW7KJkQj1beYE8Pzi_jTqpq-ScjxvINdlu_pgmF21fB9FE4kqOQ/4m4/-NZh_Z7nTu2LUJdcE2i-mw/h36/h001.VWpn-Utca6TFE7XimutfNb5kYgPJKW6xoqlt5fKHZHM
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Evaluating Lightweight Transformers With Local Explainability for Android Malware Detection   

In Q3 of 2024, Kapersy (the security company), tracked nearly 7 million attacks directed at mobile users. That’s malware, adware, or applications trying to get themselves onto your device. Again that's just three months of data, from one security company. And unfortunately, the problem isn’t just that malware is getting more plentiful, it’s also increasing in sophistication.

![](https://journalclub.io/px/qmNUoTHjfOv23Jmxouc3zkfpj0GYOyKkkku7z1T06L54U39btQ)

Evaluating Lightweight Transformers With Local Explainability for Android Malware Detection

JournalClub.io, December 3rd 2025  
  

[![Thumbnail of today's episode.](https://cdn.filestackcontent.com/fDGhUuqQFaFgJrw1mqQF)](https://journalclub.io/episodes/evaluating-lightweight-transformers-with-local-explainability-for-android-malware-detection?token=uIua24eKCpMvxdztwMX3pDAugQ2kuxnKDT0bHem8IHgxFNJEaY)

Today's article comes from the IEEE 

Evaluating Lightweight Transformers With Local Explainability for Android Malware Detection

## JournalClub.io Newsletter

### Key Highlights
- Researchers have developed a malware detection system for Android devices using lightweight transformer models with local explainability, aiming to catch sophisticated threats while being fast and transparent enough to explain decisions.
- The system combines the benefits of transformers with the need for efficiency and interpretability on mobile devices, addressing the increasing sophistication of malware and the constraints of mobile environments.
- The approach evaluates five lightweight transformer models (DistilBERT, CodeBERT, TinyBERT, MobileBERT, and ALBERT) for their performance, efficiency, and ability to provide explanations for their predictions.

### Detailed Points
- The problem of malware detection on Android devices is significant, with over 7 million attacks tracked in Q3 of 2024 by Kapersy, a security company, highlighting the need for effective and efficient detection systems.
- Traditional machine learning approaches (Support Vector Machines, Random Forest, K-Nearest Neighbors) and deep learning models (Convolutional Neural Networks, Recurrent Neural Networks, Long Short-Term Memory networks) have shown promise but face limitations in terms of interpretability and resource requirements.
- The proposed solution leverages lightweight transformer models, which are efficient and can model complex dependencies, with local explainability techniques to provide insights into the decision-making process.
- The models were trained on a dataset of 100,000 Android apps (50,000 malware samples and 50,000 benign apps) from Koodous, with a focus on permissions and API calls as critical indicators of app behavior.
- The evaluation found DistilBERT to achieve the highest overall performance, effectively balancing correct classifications and minimizing false positives, while TinyBERT and ALBERT also showed promising results.
- The practical deployability of these models was validated by converting them to ONNX format and loading them onto actual Android phones, demonstrating that all models were deployable and worked, albeit with variable performance on older devices.
- Explainability analysis using LIME (Local Interpretable Model-agnostic Explanations) showed that the models could provide consistent explanations for their decisions on individual samples, although some variability was observed in cases with subtle malicious behavior or overlapping features.

### Important Links
- **Original Paper**: https://journalclub.io/track/Kj1mKJUvvAKD7PhdzbUnMGpInAO0OR7RFoV5UsuIifzOP4NHGF - Provides the full details of the research, including model architectures, dataset, and experimental results.
- **JournalClub.io Episode**: https://journalclub.io/episodes/evaluating-lightweight-transformers-with-local-explainability-for-android-malware-detection?token=uIua24eKCpMvxdztwMX3pDAugQ2kuxnKDT0bHem8IHgxFNJEaY - Offers a video or audio summary of the research, along with the option to read the full article.
- **Privacy Policy**: https://journalclub.io/track/T4k8BMo70zBvXR9fmruCkLsz8S0mLdL4Chk1w6OASZJzb9zxK8 - Outlines how JournalClub.io handles user data and privacy.
- **Preferences**: https://journalclub.io/track/fJVZOq9qMVgygFD1ms7nNAB4XvLRyjsfHixfkWfKBKL86B5BGH - Allows users to modify their notification preferences.
- **ONNX Format Information**: https://onnx.ai/ - Explains the open standard for representing machine learning models, enabling them to be run on different platforms without retraining or reformatting.

The focus: practical ways to integrate AI

TLDR

OpenAI CEO Sam Altman has declared a 'code red' effort to improve the quality of ChatGPT. Other products will be delayed as a result ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ 

  

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OpenAI's code red 🚨, Blue Origin races SpaceX 🚀, AWS re:Invent 👨‍💻

## TLDR Newsletter

### Key Highlights
- OpenAI CEO Sam Altman has declared a 'code red' effort to improve the quality of ChatGPT, delaying other products as a result.
- Blue Origin is working to beat SpaceX to the Moon with a bigger, more powerful version of its New Glenn rocket.
- AWS re:Invent 2025 is underway, with announcements on new AI innovations and more.
- Anthropic is reportedly preparing for one of the largest IPOs ever in the race with OpenAI.

### Detailed Points
- OpenAI is facing immense pressure from competitors, including Google Gemini, which has surpassed OpenAI's models in industry benchmark tests.
- Anthropic is in early talks to launch an IPO next year, with discussions with major investment banks and a law firm that previously worked on high-profile tech IPOs.
- Blue Origin sees the Moon as an opportunity to gain an edge over SpaceX and is transitioning into a production organization.
- Waymo has been trying to make its self-driving cars more confidently assertive, programming them to make common-sense decisions.
- AWS re:Invent 2025 has unveiled innovations such as frontier agents, an expansion of the Amazon Nova model family, and the launch of AWS AI Factories.
- Tangle is a platform-agnostic experimentation platform that allows developers to create complex ML workflows with a powerful visual editor.
- Google is testing a new design on mobile that brings users into AI Mode when they tap an AI Overview's 'Show more' button.
- Android has entered a new era of frequent updates with the latest Android 16 release, which will deliver multiple Android releases throughout the year containing new system features and developer APIs.
- Vanguard will now allow crypto ETFs on its platform, and Kubernetes is retiring its popular Ingress NGINX controller in March.

### Important Links
- **OpenAI Code Red**: https://tracking.tldrnewsletter.com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2Ffa0VVR/1/0100019ae40e5cdc-58438e48-02a3-4799-a840-437adf0d1a28-000000/Hs4QeN2Ofsn_z-_Sr_7U3lrKfAbFbyEw2clMqW8mq0E=434
- **Anthropic IPO**: https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.cnbc.com%2F2025%2F12%2F03%2Fanthropic-claude-reportedly-preparing-ipo-race-openai-chatgpt-ft-wilson-sonsini-goodrich-rosati.html%3Futm_source=tldrnewsletter/1/0100019ae40e5cdc-58438e48-02a3-4799-a840-437adf0d1a28-000000/yoexF5JrMz-QWBXj40KcEWTSdgnlvmBXGTVGIlerQCA=434
- **Blue Origin to the Moon**: https://tracking.tldrnewsletter.com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FujPWwj/1/0100019ae40e5cdc-58438e48-02a3-4799-a840-437adf0d1a28-000000/_Nv_oMF_t2AXb6lHDwVlA5Z1SozgXc2c9-Gox1R4iqo=434
- **AWS re:Invent 2025**: https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.aboutamazon.com%2Fnews%2Faws%2Faws-re-invent-2025-ai-news-updates%2F%3Futm_source=tldrnewsletter/1/0100019ae40e5cdc-58438e48-02a3-4799-a840-437adf0d1a28-000000/OEevdz_y0Ro_wD9KSKz7i3PTdt6eOL-U77S2u-D2GP0=434
- **Tangle**: https://tracking.tldrnewsletter.com/CL0/https:%2F%2Ftangleml.com%2F%3Futm_source=tldrnewsletter/1/0100019ae40e5cdc-58438e48-02a3-4799-a840-437adf0d1a28-000000/0O3DAUGzj356nvbX9Ss0xsm0BfRKvP0q1eWBQjS-4mM=434
- **ThreatSpike**: https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.threatspike.com%2Fthreatspike-black%2F%3Futm_campaign=247385308-25.11%2520Email%253A%2520TLDR%2520Q4%2520Newsletter%26utm_source=email%26utm_medium=Newsletter%26utm_content=TLDR/3/0100019ae40e5cdc-58438e48-02a3-4799-a840-437adf0d1a28-000000/yT9Rc83eUU7Oo0IcBRWLk6DwyS7iON41m46SZTf_OHQ=434

# Daily AI Newsletter Digest - 12/12/2025

## 🔥 Top Stories
- OpenAI has declared a "code red" due to increased competition from Google's Gemini 3, prompting the company to focus on improving ChatGPT's speed, reliability, and personality.
- Anthropic is reportedly preparing for an initial public offering (IPO), which could be one of the largest ever, and has acquired Bun, a fast open-source JavaScript toolkit, to enhance its Claude Code platform.
- Mistral AI has launched a new lineup of open-weight models, including Mistral 3, which features a flagship Large 3 model with 41B active and 675B total parameters.

## 🤖 AI Models & Research
- DeepSeek has released V3.2, a reasoning-focused model that performs on par with state-of-the-art models under an open-source license.
- Runway has launched Gen-4.5, a text-to-video tool that improves physics and motion, making it more realistic.
- Amazon has introduced Nova Forge, a service for building frontier models using Nova, and unveiled Trainium 3, a chip that claims to cut training and operating costs by up to 50% compared to Nvidia's chips.

## 🛠️ Tools & Products
- ChatLLM by Abacus allows users to route prompts to the best model automatically, including GPT, Claude, and Gemini 3.
- AssemblyAI offers a multi-API setup that handles transcription, diarization, and redaction in one stack, with pay-as-you-go pricing and no lock-in.
- X-Design 2.0 is a creative AI agent that generates and refines logos, brand kits, and guidelines.
- Once UI is an open-source design system for indie creators built with Next.js and Supabase.
- Taskade Genesis is a tool that one-shots live AI apps with built-in memory, agents, and automated workflows.

## 📰 Industry News
- Amazon's AI shopping assistant, Rufus, has seen a significant increase in shopping sessions that led to a purchase, and Adobe Analytics reported an 805% year-over-year surge in AI-driven traffic to US retail sites on Black Friday.
- Apple's AI leader, John Giannandrea, is stepping down, and Amar Subramanya has been appointed as the new Vice President of AI.
- Nvidia has unveiled Alpamayo-R1, which provides human-like perception and reasoning capabilities for autonomous vehicles.
- Google has expanded access to Gemini 3 Pro and Nano Banana Pro across additional countries in Search.

## 📚 Resources & Learning
- A new guide, "200+ AI-Powered Income Ideas," provides a curated collection of profitable opportunities and step-by-step implementation guides for beginners.
- The AI Automation Society has reached 200K members and is offering a course on building a successful AI agency.
- Uncovering AI discusses the potential of AI to address the "50-Year Stagnation" in the physical world and highlights the need for political will to overcome regulatory hurdles.

Total Newsletters: 21

📰 AI Newsletter Digest

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