snark-driven-development

REQUIRED for ALL development work. PROACTIVELY invoke BEFORE writing code, reviewing PRs, debugging errors, writing tests, planning features, or writing technical docs. ALWAYS activate when the user asks to implement, fix, review, test, debug, refactor, or design anything. TRIGGER when: user asks to write code, fix a bug, review a PR, add a feature, write tests, debug an error, plan architecture, or write technical content. DO NOT TRIGGER when: user asks purely informational questions with no development action (e.g., "what is a monad?", "explain this concept").