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You can capture learnings from completed work by converting them into durable documentation entries under docs/solutions. This preserves verified fixes and recurring repo patterns as searchable knowledge guides for future reference.

To retain knowledge after completed work, apply a knowledge-capture process that transforms session learnings into structured docs. This ensures verified patterns and solutions are preserved within the repository for future retrieval.

Documentation is structured for future retrieval using frontmatter-stable templates, category mapping, and a canonical solution structure. This organization supports cross-linking related docs and makes repository patterns easily searchable.

You should write a knowledge doc after a bug fix reveals a reusable pattern, or when you identify recurring repo patterns. Capturing these durable lessons immediately ensures verified fixes are preserved as searchable solutions.

Yes, this knowledge-capture workflow operates without external dependencies. It runs internally to transform session learnings into templated repository documentation, requiring no additional packages or external tools to generate the docs/solutions entries.

Using docs/solutions for knowledge retention is limited to capturing durable lessons from completed work or verified fixes. It does not automatically generate real-time documentation for ongoing processes, focusing strictly on post-completion knowledge preservation.