pro-workflow

# Pro Workflow Complete AI coding workflow system from production use. Orchestration patterns, reference guides, and battle-tested habits that compound over time. **Works with:** Claude Code, Cursor, Codex, Gemini CLI, and 32+ AI coding agents via skills add. Sections marked *(Claude Code)* use features specific to Claude Code — Cursor users can skip those or use the noted alternatives. ## The Core Insight > "80% of my code is written by AI, 20% is spent reviewing and correcting it." — Karpathy This skill optimizes for that ratio. Every pattern here reduces correction cycles. --- ## 1. The Self-Correction Loop **The single most powerful pattern.** Your CLAUDE.md trains itself through corrections. ### How It Works When you correct Claude: 1. Claude acknowledges the mistake 2. Proposes a rule to prevent it 3. You approve → rule goes into memory 4. Future sessions avoid the same mistake ### Add to CLAUDE.md ```markdown ## Self-Correction Protocol When the user corrects me or I make a mistake: 1. Acknowledge specifically what went wrong 2. Propose a concise rule: `[LEARN] Category: One-line rule` 3. Wait for approval before adding to LEARNED section ### LEARNED <!-- Auto-populated through corrections --> ``` ### Trigger Phrases - "Add that to your rules" - "Remember this" - "Don't do that again" ### Example Flow ```text User: You edited the wrong file Claude: I edited src/utils.ts when you meant src/lib/utils.ts. [LEARN] Navigation: Confirm full path before edi...