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Cognitive architecture for AI-augmented software development with structured memory, ensemble validation, and closed-loop correction. FAIR-aligned artifacts, 84% cost reduction via human-in-the-loop, standards adopted by 100+ organizations.

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# Context Files - Usage Instructions ## Critical: Selective Inclusion **DO NOT include all these files in every AI context.** Each file serves a specific purpose and should only be included when needed. ## File Purposes and When to Use ### quick-reference.md **When to use**: Quick validation checks, light editing **When NOT to use**: First drafts, formal documents **Load priority**: Low - only for spot checks ### executive-voice.md **When to use**: C-level communications, board presentations, strategic documents **When NOT to use**: Technical documentation, casual blog posts **Load priority**: Only for executive-targeted content ### academic-voice.md **When to use**: Research papers, whitepapers, technical reports **When NOT to use**: User documentation, marketing content **Load priority**: Only for scholarly content ### cypherpunk-voice.md **When to use**: Protocol documentation with subcultural voice, blockchain/crypto technical communications, tech manifestos, infrastructure storytelling **When NOT to use**: Traditional business communications, formal documentation **Load priority**: Only for technical mythology content ### technical-depth.md **When to use**: Architecture documents, technical specifications, engineering blogs **When NOT to use**: User guides, executive summaries **Load priority**: When technical authority needed ## Context Combinations ### Minimal Setup (Start Here) Just the main `CLAUDE.md` file - often sufficient ### Technical Documentation - `CLAUDE.md` - `technical-depth.md` - `sophistication-guide.md` (from core/) ### Executive Communications - `CLAUDE.md` - `executive-voice.md` - `sophistication-guide.md` (from core/) ### Academic Writing - `CLAUDE.md` - `academic-voice.md` - Note: Many "banned patterns" are acceptable in academic context ### Cypherpunk/Technical Mythology - `CLAUDE.md` - `cypherpunk-voice.md` - Note: Technical precision wrapped in cultural narrative ### Problem Solving Only add these when you see specific issues: - Seeing "seamlessly"? Add `banned-patterns.md` - Too casual? Add `sophistication-guide.md` - Too formal? Add relevant examples - Lost voice? Add appropriate voice guide ## Progressive Loading Strategy 1. **Start**: Just `CLAUDE.md` 2. **If problems emerge**: Add specific validator 3. **If voice wrong**: Add appropriate voice guide 4. **If struggling**: Add examples (sparingly) 5. **Last resort**: Multiple documents ## Remember - More context ≠ better output - Wrong context = wrong voice - Start minimal, add as needed - Match context to audience and purpose