A small change to my HTML-to-Markdown skill fixed one case but silently broke another. This post shares a practical framework for helping AI skills improve without forgetting: two levels of memory, two forms of evidence, a four-step workflow, and two guardrails.
When AI Skills Learn—and Forget: Designing a Reliable Evolution Framework
- By sujay
- 07/09/2026
- 53 Views
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