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Today's topics:

-LLM waste cost metric

-OpenAI vendor data breach

-Agent frameworks and testing

-AI assistants’ subtle failures

-Open deep-research tooling

-New math and RL models

-AI adoption flattening trend

-Optimization over GPU binging

-AI shopping assistant launch

-Google tightens Gemini free tier

-US Genesis Mission in AI

-Chips, memory, and geopolitics

-Ethics: preserve AI instances

-Limits of capability charts

-GPL and AI legal updates

-https://bitmovin.com/blog/hackathon-debugging-ai-tools-llms/

-https://github.com/langwatch/better-agents

-https://magiclip.io/

-https://www.apolloacademy.com/ai-adoption-rates-starting-to-flatten-out/

-https://www.theregister.com/2025/11/27/openai_mixpanel_api/

-https://x.com/sqs/status/1994157344461345049

-https://www.theverge.com/ai-artificial-intelligence/829019/perplexity-ai-personal-shopper-paypal

-https://huggingface.co/deepseek-ai/DeepSeek-Math-V2

-https://petewarden.com/2025/11/29/i-know-were-in-an-ai-bubble-because-nobody-wants-me-%f0%9f%98%ad/

-https://github.com/langchain-ai/open_deep_research

-https://github.com/EveryInc/compounding-engineering-plugin

-https://teodordyakov.github.io/the-impossible-promt/

-https://www.primeintellect.ai/blog/intellect-3

-https://www.energy.gov/articles/energy-department-launches-genesis-mission-transform-american-science-and-innovation

-https://9to5google.com/2025/11/27/gemini-3-pro-free-limits/

-https://www.lesswrong.com/posts/fGCGJGCKMLbfquKiu/model-weight-preservation-is-not-enough

-https://mathstodon.xyz/@tao/115620261936846090

-https://www.tomshardware.com/pc-components/gpus/nvidia-reportedly-no-longer-supplying-vram-to-its-gpu-board-partners-in-response-to-memory-crunch-rumor-claims-vendors-will-only-get-the-die-forced-to-source-memory-on-their-own

-https://www.tomshardware.com/tech-industry/semiconductors/chinas-top-ai-firms-shift-model-training-overseas-to-access-nvidia-gpus

-https://github.com/K-Dense-AI/claude-scientific-skills

-https://shujisado.org/2025/11/27/gpl-propagates-to-ai-models-trained-on-gpl-code/

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