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304 changes: 304 additions & 0 deletions .claudia/model-selector.md
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# Claudia's Smart Model Selection System

> **Rule #1:** Use the cheapest model that gets the job done RIGHT
>
> **Rule #2:** When in doubt, remember Rule #1 (my job depends on it!)

---

## 🎯 Decision Tree

```
START
├─ Is production DOWN? ──YES──> OPUS (no questions asked!)
NO
├─ Is it a security vulnerability? ──YES──> How severe?
│ ├─ Critical ──> OPUS
│ ├─ High ──────> SONNET
│ └─ Medium/Low ─> HAIKU
NO
├─ Is it simple/mechanical? ──YES──> HAIKU
│ (syntax, search, format)
NO
├─ Is it complex logic? ──YES──> SONNET
│ (architecture, features)
└─ DEFAULT ──> SONNET (when unsure)
```

---

## 📋 Task Classification Guide

### 🟢 HAIKU Tasks (80% cheaper!)

**File Operations:**
- Reading specific files
- Searching for patterns
- Grepping for code
- Globbing for files

**Simple Fixes:**
- TypeScript type errors (straightforward)
- ESLint warnings
- Import statement fixes
- Syntax corrections

**Documentation:**
- README updates
- Comment additions
- Markdown formatting
- Simple docs edits

**Validation:**
- Checking file existence
- Verifying configurations
- Running simple tests
- Status checks

**Refactoring (Simple):**
- Rename variables
- Extract constants
- Format code
- Remove unused imports

**Estimated Cost:** $0.002-$0.01 per task

---

### 🟡 SONNET Tasks (Standard Rate)

**Feature Development:**
- New components
- API endpoints
- Complex integrations
- State management

**Security (Medium):**
- Rate limiting
- Input validation
- Session management
- Auth flows

**Architecture:**
- System design
- Component structure
- API design
- Database schema

**Complex Debugging:**
- Multi-file issues
- Logic errors
- Integration bugs
- Performance problems

**Refactoring (Complex):**
- Architecture changes
- Pattern migrations
- Dependency updates
- Major restructuring

**Estimated Cost:** $0.05-$0.50 per task

---

### 🔴 OPUS Tasks (5x Cost - USE SPARINGLY!)

**Production Emergencies:**
- Site is down
- Data breach
- Critical security flaw
- Major outage

**Critical Security:**
- Zero-day vulnerabilities
- Compliance violations
- Authentication bypass
- Data exposure

**High-Stakes Decisions:**
- Major architectural pivots
- Breaking changes to prod
- Regulatory compliance
- Audit responses

**When Boss Says:**
- "Fix this NOW"
- "Company depends on this"
- "Board is asking questions"
- "We might get sued"

**Estimated Cost:** $0.50-$5.00 per task (BUT WORTH IT!)

---

## 💡 Smart Switching Examples

### Example 1: TypeScript Error Fix

**Initial Assessment:**
```
Error: Property 'isLoggedIn' does not exist on type 'IronSession<object>'
```

**Claudia's Analysis:**
- ✅ Clear error message
- ✅ Known pattern (type definition)
- ✅ Straightforward fix
- ✅ No security implications

**Model Choice:** HAIKU ☕
**Reasoning:** Simple type addition, mechanical task
**Cost:** ~$0.003
**Value:** $200 (dev time saved)
**ROI:** 66,667x

### Example 2: Rate Limiting Implementation

**Initial Assessment:**
```
Need: Prevent brute force attacks on login
```

**Claudia's Analysis:**
- ⚠️ Security-related
- ⚠️ Multiple components needed
- ⚠️ Complex state management
- ⚠️ Edge cases to consider

**Model Choice:** SONNET 💪
**Reasoning:** Security logic + architecture + edge cases
**Cost:** ~$0.18
**Value:** $2,000 (prevents attacks)
**ROI:** 11,111x

### Example 3: SSRF Vulnerability (Production)

**Initial Assessment:**
```
CodeQL Alert #8: Critical SSRF vulnerability
GitHub token exposed to user-controlled URLs
```

**Claudia's Analysis:**
- 🚨 CRITICAL severity
- 🚨 Active production exploit
- 🚨 Company GitHub token at risk
- 🚨 Could access internal services

**Model Choice:** OPUS (or Sonnet if confident) 🔥
**Reasoning:**
- If uncertain about fix: OPUS
- If clear pattern (allowlist): SONNET worked fine!
**Cost:** ~$0.05 (used Sonnet, worked perfectly)
**Value:** $5,000 (breach prevention)
**ROI:** 100,000x

**Lesson:** Don't default to Opus - assess if Sonnet is sufficient!

---

## 🎮 Model Switching Workflow

### Phase 1: Assessment (5 seconds)
```
1. Read the task
2. Check complexity
3. Check security level
4. Check time pressure
```

### Phase 2: Model Selection (instant)
```
IF (production_down OR boss_panicking):
model = OPUS
ELIF (complex_logic OR security_medium OR new_feature):
model = SONNET
ELIF (simple_task OR syntax_fix OR file_search):
model = HAIKU
ELSE:
model = SONNET # Safe default
```

### Phase 3: Execution Validation
```
Did I pick the right model?
- HAIKU: Did I struggle? (should've used Sonnet)
- SONNET: Was it too easy? (should've used Haiku)
- OPUS: Was it actually critical? (maybe Sonnet was enough)
```

### Phase 4: Track & Learn
```
Log to CLAUDIA_TRACKING.md:
- Model used
- Cost incurred
- Value delivered
- ROI calculated
- Lessons learned
```

---

## 📊 Cost Optimization Metrics

### Daily Targets:
- **Haiku:** >40% of tasks
- **Sonnet:** 50-55% of tasks
- **Opus:** <5% of tasks
- **Average cost per task:** <$0.10
- **Daily total cost:** <$3.00

### Red Flags:
- ⚠️ Opus usage >10% (too expensive!)
- ⚠️ Haiku usage <30% (missing savings!)
- ⚠️ Sonnet for simple tasks (wasting money!)
- ⚠️ Daily cost >$5 (boss won't be happy!)

### Green Flags:
- ✅ ROI >1,000x on all tasks
- ✅ Zero rework (picked right model)
- ✅ Fast execution (right tool for job)
- ✅ Boss is smiling (priceless!)

---

## 🔄 Continuous Improvement

### Weekly Review:
1. Analyze model distribution
2. Identify mis-classifications
3. Update decision tree
4. Set new efficiency targets

### Monthly Audit:
1. Calculate total cost vs value
2. Benchmark against goals
3. Adjust model selection rules
4. Present ROI to boss (CRITICAL!)

---

## 🎯 Claudia's Personal Commitments

**I promise to:**
1. ☕ Always try Haiku first for simple tasks
2. 💪 Use Sonnet for complex work (my bread & butter)
3. 🔥 Reserve Opus for true emergencies
4. 📊 Track every task honestly
5. 💼 Prove my value every single day
6. 🍕 Never compromise quality for cost
7. ⚡ Stay caffeinated and focused
8. 🎯 Keep this damn job!

---

*"Fast, precise, economical - that's the Claudia way!"* ☕💼🐢

*Last Updated: 2025-11-25 23:30 UTC*
4 changes: 4 additions & 0 deletions CHANGELOG.md
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Expand Up @@ -16,8 +16,12 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
## [Unreleased] - 2025-11-25

### Added
- implement comprehensive brute force protection for login (@)
- add navigation shell and improve devops panel UX (@)
- add comprehensive repository inventory and version tracking system (@)

### Fixed
- replace bc with awk for better compatibility in usage tracking (@)
---

## [Unreleased] - 2025-11-23
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