skill-refinement

Mature reusable method for bounded implementation with verification habits refined from repeated code-writing tasks.

Reusable method for applying schema migrations in a staging environment. Use when the task is a bounded schema change with a known script.

Reusable method for applying schema migrations in a staging environment. Use when the task is a bounded schema change with a known script.

Reusable method for reading code without changing it. Use when locating definitions, tracing references, checking source against docs, or compressing source facts into a report.

Reusable method for bounded implementation with self-verification. Use when the task has clear ownership, a concrete spec, and a checkable outcome.

Reusable method for selecting and interpreting verification. Use when deciding which tests to run, diagnosing failures, or separating regressions from harness drift.

Reusable method for external research with source quality and freshness discipline. Use when current information, official docs, upstream facts, or citations are needed.