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Integration of production-grade PR review patterns from Pat Cullen + Méthode Aristote. New Features: - Resource evaluation: Pat Cullen Final Review (5/5 - Critical) - Enhanced /review-pr: +150 lines with Advanced Multi-Agent Review section - Enhanced code-reviewer agent: +219 lines with anti-hallucination rules - New workflow: Review Auto-Correction Loop in iterative-refinement.md - Production example: Multi-Agent Code Review in ultimate-guide.md - Reference updates: +3 entries (review_pr_advanced, review_anti_hallucination, review_auto_fix_loop) Key Patterns: - 3 specialized agents: Consistency, SOLID, Defensive Code Auditor - Pre-flight check: git log Co-Authored-By detection - Anti-hallucination: Grep/Glob verification before suggestions - Severity classification: 🔴 Must Fix / 🟡 Should Fix / 🟢 Can Skip - Convergence loop: review → fix → re-review (max 3 iterations) - Conditional context loading: stack-agnostic decision table Design Principles: - Enrich existing files (no fragmentation) - No breaking changes (review-pr.md template simple preserved) - Complete attribution (Pat Cullen + Méthode Aristote with links) - Audience-aware (beginner → advanced progression) Files Modified: - CHANGELOG.md, VERSION: bumped to 3.20.0 - docs/resource-evaluations/017-pat-cullen-final-review.md: NEW (120 lines) - examples/commands/review-pr.md: 80 → 230 lines (+150) - examples/agents/code-reviewer.md: 72 → 291 lines (+219) - guide/workflows/iterative-refinement.md: 389 → 522 lines (+133) - guide/ultimate-guide.md: +28 lines (Production Example section) - machine-readable/reference.yaml: +3 entries - README.md, guide/cheatsheet.md: version sync Total: +537 insertions, 0 deletions (no breaking changes) Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
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# Resource Evaluations
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Ce dossier contient les évaluations de ressources externes (articles, vidéos, discussions) pour déterminer leur pertinence pour le Claude Code Ultimate Guide.
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## Méthodologie
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Chaque ressource est évaluée selon un système de scoring standardisé et challengée par un agent technique pour garantir l'objectivité.
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### Grille de score (sur 5)
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| Score | Signification | Action |
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|-------|---------------|--------|
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| 5 | **Critical** - Breakthrough, must integrate immediately | Intégrer sous 24h |
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| 4 | **High Value** - New capability or major improvement | Intégrer sous 1 semaine |
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| 3 | **Moderate** - Useful addition but not urgent | Intégrer si temps disponible |
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| 2 | **Marginal** - Secondary info or niche use case | Ne pas intégrer (ou mention minimale) |
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| 1 | **Low** - Redundant, incorrect, or off-topic | Rejeter |
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### Process
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1. **Analyse initiale**: Extraction des faits, vérification des sources
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2. **Scoring**: Attribution d'un score avec justification
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3. **Challenge**: Agent technical-writer remet en question le score
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4. **Décision finale**: Intégration ou rejet avec traçabilité
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### Nomenclature des fichiers
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Format: `[topic-slug].md` (date supprimée pour stabilité des liens)
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Exemple: `remotion-claude-code-video.md`
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## Working Documents
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Les documents de travail bruts (prompts Perplexity, audits clients) restent dans `claudedocs/resource-evaluations/` (gitignored).
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## Index des Évaluations
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| Ressource | Score Initial | Score Final | Décision | Fichier |
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|-----------|---------------|-------------|----------|---------|
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| **Anthropic Releases** (Jan 16-23, 2026) | - | - | ✅ Suivi régulier | [anthropic-releases-jan16-23-2026.md](./anthropic-releases-jan16-23-2026.md) |
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| **AST-grep** (Flavien Métivier) | 3/5 | **4/5** | ✅ Intégrer workflow | [astgrep-flavien-metivier.md](./astgrep-flavien-metivier.md) |
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| **MCP Apps** (SEP-1865) | 3/5 | **4/5** | ✅ Intégré (architecture + guide) | [mcp-apps-announcement.md](./mcp-apps-announcement.md) |
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| **Boris Cherny** (Cowork Video) | 4/5 | **4/5** | ✅ Intégré (mental models) | [boris-cowork-video-eval.md](./boris-cowork-video-eval.md) |
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| **Clawdbot** (Twitter Analysis) | 2/5 | **2/5** | ⚠️ Watch only | [clawdbot-twitter-analysis.md](./clawdbot-twitter-analysis.md) |
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| **GSD** (Getting Shit Done) | 4/5 | **4/5** | ✅ Intégré (workflow) | [gsd-evaluation.md](./gsd-evaluation.md) |
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| **Nick Jensen Plugins** | 3/5 | **3/5** | ✅ Mention | [nick-jensen-plugins.md](./nick-jensen-plugins.md) |
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| **Prompt Repetition Paper** | 3/5 | **4/5** | ✅ Intégrer best practices | [prompt-repetition-paper.md](./prompt-repetition-paper.md) |
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| **Remotion + Claude Code** (Video Production) | 2/5 | **3/5** | ✅ Mention minimale | [remotion-claude-code-video.md](./remotion-claude-code-video.md) |
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| **SE-Cove Plugin** | 2/5 | **2/5** | ⚠️ Watch only | [se-cove-plugin.md](./se-cove-plugin.md) |
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| **Self-Improve Skill** | 3/5 | **3/5** | ✅ Template ajouté | [self-improve-skill.md](./self-improve-skill.md) |
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| **Steinberger** (Inference Speed) | 3/5 | **3/5** | ✅ Intégré (minimal) | [steinberger-inference-speed.md](./steinberger-inference-speed.md) |
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| **UML & OOP Diagrams** | 3/5 | **3/5** | ✅ Mention | [uml-oop-diagrams.md](./uml-oop-diagrams.md) |
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| **Vibe Coding Level 2** (Rusitschka) | 4/5 | **4/5** | ✅ Intégré (workflows) | [vibe-coding-rusitschka.md](./vibe-coding-rusitschka.md) |
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| **Peter Wooldridge** (Productivity Stack) | 2/5 | **3/5** | ✅ Practitioner Insights | [wooldridge-productivity-stack.md](./wooldridge-productivity-stack.md) |
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| **System Prompts** (Official vs Community) | 4/5 | **2/5** | ⚠️ Watch only (official sources exist) | [system-prompts-official-vs-community.md](./system-prompts-official-vs-community.md) |
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| **Worktrunk** | 4/5 | **4/5** | ✅ Intégré (workflow) | [worktrunk-evaluation.md](./worktrunk-evaluation.md) |
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| **Pat Cullen** (Multi-Agent PR Review) | 5/5 | **5/5** | ✅ Intégré (review-pr, code-reviewer, guide) | [017-pat-cullen-final-review.md](./017-pat-cullen-final-review.md) |
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---
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**Dernier update**: 2026-01-30 (17 évaluations)
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