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Doodling in Autoresearch
Agent Companies: Memory, Context Construction, Orchestration, and Evaluation
Failure knowledge is conditional knowledge
We find that failure recovery tips could hurt LLM agent performance when they sit in context all the time, even when nothing is going wrong. So we build Sentry: a test-time framework that recovers LLM agents from failures.
