Schalk Neethling

schalkneethling/skills-autoresearch-flue

encode-project-learning

Convert durable lessons discovered while implementing, debugging, investigating, or reviewing a codebase into repository infrastructure that helps future contributors and agents. Use when work reveals a recurring failure mode, hidden domain rule, surprising architectural constraint, repeated manual step, missing validation, undocumented convention, reviewer correction, or other knowledge worth preserving as types, tests, lint rules, CI checks, tooling, agent instructions, review guidance, documentation, or comments. Also use at the end of substantive coding or review work when it surfaced concrete evidence of a reusable lesson.