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Design patterns guide — when and how to apply common patterns, anti-patterns to avoid.
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Design patterns guide — when and how to apply common patterns, anti-patterns to avoid.
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Git workflow and commit message standards.
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Coding discipline inspired by Andrej Karpathy's principles.
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Performance optimization standards.
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Refactoring patterns catalog — code smells, composing methods, moving features, simplifying conditionals.
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Security standards - always applied to prevent common vulnerabilities.
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Testing standards and best practices.
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Autopilot workflow - full autonomous execution from idea to working code. Trigger: 'autopilot', 'build me', 'create me', 'full auto', 'I want a'.
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Socratic deep interview — ask the right questions before writing any code.
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Extract reusable patterns from sessions and save as .mdc rule files.
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Plan-Execute workflow - structured planning before implementation. Use for any task requiring 3+ steps or touching multiple files.
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PRD-driven persistence loop — keep going until all stories pass verification.
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Iterative planning with consensus — Planner proposes, Architect evaluates, Critic challenges, repeat until consensus.
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Automated release workflow — versioning, changelog generation, tagging.
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Clean AI-generated code slop — test first, then delete aggressively.
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Micro-task decomposition — break large tasks into 5-10 independent units for systematic execution.
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TDD workflow - Test-Driven Development cycle. Trigger: 'tdd', 'test first', 'red green refactor', 'test-driven'.
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Relentless QA cycling — test, verify, fix, repeat until the goal is fully met.