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Knowledge compounding

ab-knowledge-compounding writes each solved problem up with its root cause, the solution, the approaches that failed and the terms to search for. ab-build-pipeline and ab-ship-pipeline run it after review when the work solved a non-trivial problem, and you can ask for it after any fix whose lesson the code, the tests and the commit message do not carry.

Each solved problem becomes a searchable document in docs/solutions/, which ab-brainstorming and ab-deep-research search before new work.

Knowledge loop: solve, record, search, plan, repeat (opens the full-size image)

Skills in this guide