Add claude continuous learning skill
This page is a capture in the discarded bucket of the product backlog.
Resolved (deep backlog refinement, 2026-07-11): The repo already has an extensive, actively maintained skill system under doc/llm/skills (skill-add, skill-review, skill-delete, skill-show-catalogue, doc-add-memory skills, plus the memory contract in doc/llm/memory/) which achieves the same underlying goal (durable, reusable knowledge capture across sessions) described in this capture, via a different mechanism (deliberate memory/skill authoring rather than automatic skill generation from debugging sessions).
Every time you use an AI coding agent, it starts from zero. You spend an hour debugging some obscure error, the agent figures it out, session ends. Next time you hit the same issue? Another hour.
This skill fixes that. When Claude Code discovers something non-obvious (a debugging technique, a workaround, some project-specific pattern), it saves that knowledge as a new skill. Next time a similar problem comes up, the skill gets loaded automatically.
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