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Author SHA1 Message Date
Florian BRUNIAUX
fd17414abb docs: add AI productivity research, trust calibration, and exploration workflow
## New Content

### Trust & Verification (ultimate-guide.md)
- Section 1.7 "Trust Calibration: When and How Much to Verify" (~155 lines)
  - Research-backed stats (ACM, Veracode, CodeRabbit, Cortex.io)
  - Verification spectrum by code type
  - Solo vs Team strategies with workflow diagrams
  - "Prove It Works" checklist
- New pitfall: "Trust AI output without proportional verification"
- CLAUDE.md size guideline: 4-8KB optimal, >16K degrades coherence

### AI Productivity (learning-with-ai.md)
- Section "The Reality of AI Productivity" (~55 lines)
  - Productivity curve phases (Wow Effect → Targeted Gains → Plateau)
  - High-gain vs low/negative-gain task categorization
  - Team success factors
- Productivity trajectory table by pattern (Dependent/Avoidant/Augmented)
- 5 new sources (GitHub, McKinsey, Stack Overflow, Uplevel, DORA)

### Session Limits (architecture.md)
- "Session Degradation Limits" section
  - Turn limits (15-25), token thresholds (80-100K)
  - Success rates by scope (1-3 files: ~85%, 8+ files: ~40%)

### Exploration Workflow
- NEW: guide/workflows/exploration-workflow.md
  - Anti-anchoring prompts, 3-5 approaches pattern
- iterative-refinement.md: Script Generation Workflow (3-7 iteration pattern)
- anchor-catalog.md: Anti-Anchoring Techniques, Exploration/Iteration Prompts

### Reference Updates
- adoption-approaches.md: Empirical data section
- reference.yaml: New deep_dive entries, updated line numbers

Sources: MetalBear engineering blog, arXiv studies, Addy Osmani (Jan 2026)

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2026-01-19 19:16:33 +01:00
Florian BRUNIAUX
f9044e2deb feat(docs): add architecture deep-dive documentation v3.4.0
Add comprehensive technical documentation explaining Claude Code internals:

- NEW: guide/architecture.md (~800 lines) - Complete architecture deep-dive
  - Master Loop (while tool_call), Tool Arsenal, Context Management
  - Sub-Agent Architecture, Permission System, MCP Integration
  - Edit Tool mechanics, Session persistence, Philosophy comparison
  - 5 ASCII diagrams, source confidence tiers (Tier 1/2/3)

- guide/ultimate-guide.md: Add Section 2.7 "Under the Hood" summary
- guide/cheatsheet.md: Add "Under the Hood (Quick Facts)" section
- machine-readable/reference.yaml: Add architecture index + deep_dive refs
- Update all navigation links across repository

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2026-01-14 21:29:46 +01:00