• agent skill — A reusable instruction file that teaches an agent how to do one job well — the procedure, the tools, and what counts as done.
• inference — Running a trained model to get answers — the phase where AI is actually used, as opposed to trained.

A plain-text memory file, edited only when a held-out score improves and with zero added inference parameters, beats unconstrained generative correction — largely by learning when to abstain.

• articleMemory Reward Inflation in Self-Improving LLM AgentsMohammad Asadolahi, Amir Amini, Samira Talebi, Amirfarhad Farhadi, Azadeh Zamanifar
• articleAgentMemBenchAhmed Cherif
• articleMemArenaJiadong Zhang, Xiaosong Ma

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