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Today's topics:

-Token-level capability removal in LLMs

-Robot brains and robotics foundation models

-Data centers, GPUs, and financing

-Chat as the new interface

-Agent ecosystems and security risks

-Gemini upgrades and model interoperability

-Enterprise agent platforms for engineers

-Speech recognition and forced alignment

-Benchmarking models with poker and Werewolf

-Jobs, skills, and AI adoption data

-https://arxiv.org/abs/2601.21571

-https://techcrunch.com/2026/01/30/physical-intelligence-stripe-veteran-lachy-grooms-latest-bet-is-building-silicon-valleys-buzziest-robot-brains/

-https://www.wsj.com/politics/policy/these-rural-americans-are-trying-to-hold-back-the-tide-of-ai-66945306

-https://deadneurons.substack.com/p/chat-is-going-to-eat-the-world

-https://simonwillison.net/2026/Jan/30/moltbook/

-https://www.testingcatalog.com/google-will-make-it-easier-to-import-chatgpt-conversations-to-gemini/

-https://rentahuman.ai/

-https://contextual.ai/blog/introducing-agent-composer

-https://arxiv.org/abs/2601.21337

-https://www.testingcatalog.com/google-tests-claude-sonnet-4-5-on-gemini-for-business/

-https://davefriedman.substack.com/p/coreweaves-30-billion-bet-on-gpu

-https://www.interconnects.ai/p/thoughts-on-the-hiring-market-in

-https://go.contextual.ai/webinar-introducing-agent-composer.html

-https://blog.google/innovation-and-ai/models-and-research/google-deepmind/kaggle-game-arena-updates/

-https://www.macrumors.com/2026/02/02/firefox-ai-toggle/

-https://www.turingpost.com/p/olive

-https://huggingface.co/blog/nvidia/cosmos-policy-for-robot-control

-https://www.seangoedecke.com/how-does-ai-impact-skill-formation/

-https://www.lesswrong.com/posts/tkA9J8RxoEckH7Pop/if-the-superintelligence-were-near-fallacy

-https://contextual.ai/blog/introducing-agent-composer

-https://go.contextual.ai/webinar-introducing-agent-composer.html

-https://research.nvidia.com/labs/nemotron/files/NVFP4-QAD-Report.pdf

-https://static.germantechjobs.de/market-reports/European-Transparent-IT-Job-Market-Report-2025.pdf

-https://debliu.substack.com/p/10-charts-that-explain-the-ai-era

-https://vintagedata.org/blog/posts/synthetic-pretraining

-https://contextual.ai/blog/introducing-agent-composer

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