This AI research newsletter covers several developments: Hugging Face released a dataset to train AI systems on Jupyter notebooks, enabling better scientific AI agents. Palisade Research demonstrated an autonomous AI hacker embedded in a USB cable that costs $200 to build. Marin's optimizer study shows Adam remains the best choice despite newer alternatives claiming 2x speedups. Exo released EXO Gym for simulating distributed training on single machines. A new physics benchmark shows top LLMs only achieve 28% on graduate-level condensed matter physics questions. The newsletter also covers agricultural robotics datasets and includes a speculative fiction piece about military compute parades.

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