Representations and policies for retaining, retrieving, updating, and forgetting information that can affect an agent's future decisions.
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9 articles in this tag.
Kill a long agent mid-task and you learn which of those two things your system actually believes. If the process dies and the transcript survives but the…
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This is the debugging scene every agent builder eventually hits, and it usually ends the same way: you rewrite a sentence in the system prompt, the symptom…
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The demo works on turn one. By turn five, the agent is answering a question you already answered, citing a document it retrieved three turns ago, and…
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The right information was somewhere in the system. It just never reached the decision that needed it.
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"Self-improving agent" is three different mechanisms wearing one coat. Pull the coat off and you find a memory that accumulates, a skill file that gets…
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The agent ran clean for forty steps. Then it re-ran a migration it had already finished, forgot the constraint the user stated at turn three, and quietly…
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The agent remembered everything and still got the user wrong. It recalled a preference the user had abandoned six months ago, re-derived a workflow it had…
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A team adds a "reflect" step to their agent. Scores tick up a few points. Encouraged, they bolt on a memory buffer so the agent can "remember its…
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A support agent applies a customer's refund policy correctly in turn 4. In turn 9, it violates the same policy. The logs show the policy was never lost. It…
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