Paper on "Machine Studying" Explores New Paradigm for AI Agents

lateinteraction · x · 2026-08-18

Jason Wei shared a paper introducing "Machine Studying," a new paradigm where agents actively develop expertise in a domain by engaging with a corpus, rather than just using RAG or long context. The authors argue that while current agents handle new domains shallowly, humans turn reading into deep knowledge. The paper defines "studying algorithms" that update an agent's weights or harness to build expertise before evaluation.

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