⚠️ GAPS IDENTIFIED:

No load testing performed
Missing rate limiting
Error handling incomplete
No fallback for API failures

❓ ASSUMPTIONS (unvalidated):

Will scale to 100+ concurrent users
Cost per review acceptable at scale
Security review not completed


### Phase 2: Decomposition

COMPONENTS IDENTIFIED:

┌─────────────────────────────────────────┐ │ [M] Core Review Engine │ │ Depends on: None │ │ Risk: Low │ ├─────────────────────────────────────────┤ │ [S] Rate Limiter │ │ Depends on: Core Engine │ │ Risk: Low │ ├─────────────────────────────────────────┤ │ [L] Load Testing Suite │ │ Depends on: Core Engine │ │ Risk: Medium │ ├─────────────────────────────────────────┤ │ [M] Error Handling & Fallbacks │ │ Depends on: Core Engine │ │ Risk: Medium │ ├─────────────────────────────────────────┤ │ [L] Security Hardening │ │ Depends on: All components │ │ Risk: High │ └─────────────────────────────────────────┘


### Phase 3: Prioritization

HORIZON MAPPING:

H1 (Ship in 0-3 months): 🎯 Rate Limiter [S] - Quick win, low effort 🎯 Error Handling [M] - Required for production

H2 (Build in 3-6 months): 📋 Load Testing Suite [L] - Validates scale assumptions 📋 Security Hardening [L] - Required before public release

H3 (Explore 6-12 months): 🔭 Multi-model support 🔭 Custom rule engine


### Phase 4: Roadmap

MILESTONES:

M1: Production MVP (Week 4) ├── Rate limiting implemented ├── Basic error handling └── Internal dogfooding begins

M2: Private Preview (Week 8) ├── Load tested to 50 concurrent users ├── Security review complete └── 10 beta customers onboarded

M3: Public Preview (Week 12) ├── Load tested to 500 concurrent users ├── SOC2 compliance verified └── Public waitlist opens

TIMELINE: ───────────────────────────────────────────────────── Week 1-4 │████████░░░░│ M1: Production MVP Week 5-8 │░░░░████████│ M2: Private Preview Week 9-12 │░░░░░░░░████│ M3: Public Preview ─────────────────────────────────────────────────────


### Phase 5: Validation

PRE-MORTEM ANALYSIS:

"The project failed because..." ❌ We didn't account for API cost at scale ❌ Security review found blocking issues late ❌ Load testing revealed 10x slower than expected

MITIGATION ADDED: ✅ Cost modeling added to M1 criteria ✅ Security review moved to H1 ✅ Performance benchmarks required for M2 gate

STATUS: ⚠️ CAUTION - Proceed with identified mitigations


### Phase 6: Export Ready

OUTPUT FILES: .r2r/ ├── 01-assessment.md ├── 02-components.md ├── 03-priorities.md ├── 04-roadmap.md ├── 05-validation.md └── exports/ └── github/ ├── milestones.json (3 milestones) └── issues/ (12 issues ready to import)


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**This is sample output.** Run `/r2r:full ./your-research` on actual artifacts to generate real analysis.

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Keep the output exactly as shown. This demonstrates the full pipeline capability.

r2r-demo

R2R Demo Output

R2R Pipeline Demo: AI Code Review POC

Phase 1: Assessment