Learner bot mines agent traces for recurring fixes and turns them into one-tap skill updates

bfrench · x · 2026-10-31

The author's Grok bot "Learner" solves a common pain point: corrections given to bots used to vanish by the next session. Learner reads the fleet's recent agent traces on a schedule, spots fixes that keep coming up, and drafts skill proposals for one-tap Approve/Skip. Built with TypeSafe Jev on x.ai, it aims to make bots better learners while avoiding quota hits — the more they learn, the less they waste.

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