Turn feedback into lasting agent preferences.
What it does
Turns user feedback and tool failures into proposed instruction updates and confirmed preference records.
When to use it
Use when the user gives feedback, requests a particular approach, or a tool call fails.
How to use it
Give it feedback or a tool failure; it proposes one instruction change and applies it only after explicit confirmation.
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