Claude Agent Self-Improvement via AGENT_LEARNINGS.md
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Sep 26, 2026
Claude Agent Self-Improvement via AGENT_LEARNINGS.md A workflow that gives Claude agents a persistent memory file to log mistakes and learn from them, improving performance over time.
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Create a file called AGENT_LEARNINGS.md in your project. The agent writes to it every time it makes a mistake. Inside: the mistakes it made, patterns to avoid, better approaches. Before any new task, it reads that file first. This is external memory scaffolding for continuous agent improvement without retraining.
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References
- Category: productivity Prompts
- Source: https://x.com/godofprompt/status/2103858396957204625
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