@simplifyinAI: Breaking: Anthropic engineers revealed a simple trick they use internally. Claude agents can now remember ways to impro…

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Summary

Anthropic engineers revealed a simple trick using external memory scaffolding where Claude agents update a file with their mistakes and improvements to enhance performance over time without retraining.

🚨Breaking: Anthropic engineers revealed a simple trick they use internally. Claude agents can now remember ways to improve themselves. A file called: AGENT_LEARNINGS.md The AI updates this file each time it makes a mistake. Inside it: • mistakes it has made • patterns to avoid • better ways to approach tasks Before beginning new tasks, the agent reads the file. Result? The agent improves over time without retraining the model. This is known as external memory scaffolding. Expect to see this pattern in every serious AI agent system.
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Cached at: 09/27/26, 03:25 PM

🚨Breaking: Anthropic engineers revealed a simple trick they use internally.

Claude agents can now remember ways to improve themselves.

A file called:

AGENT_LEARNINGS.md

The AI updates this file each time it makes a mistake.

Inside it:

• mistakes it has made • patterns to avoid • better ways to approach tasks

Before beginning new tasks, the agent reads the file.

Result?

The agent improves over time without retraining the model.

This is known as external memory scaffolding.

Expect to see this pattern in every serious AI agent system.

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