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ai_intelligence_layer/QUICKSTART.md
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ai_intelligence_layer/QUICKSTART.md
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# 🚀 Quick Start Guide - AI Intelligence Layer
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## ⚡ 60-Second Setup
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### 1. Get Gemini API Key
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Visit: https://makersuite.google.com/app/apikey
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### 2. Configure
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```bash
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cd ai_intelligence_layer
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nano .env
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# Add your API key: GEMINI_API_KEY=your_key_here
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```
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### 3. Run
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```bash
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source myenv/bin/activate
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python main.py
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```
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Service starts on: http://localhost:9000
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---
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## 🧪 Quick Test
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### Health Check
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```bash
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curl http://localhost:9000/api/health
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```
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### Full Test
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```bash
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./test_api.sh
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```
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---
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## 📡 API Endpoints
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| Endpoint | Method | Purpose |
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|----------|--------|---------|
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| `/api/health` | GET | Health check |
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| `/api/ingest/enriched` | POST | Webhook receiver |
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| `/api/strategy/brainstorm` | POST | Generate 20 strategies |
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| `/api/strategy/analyze` | POST | Select top 3 |
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---
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## 🔗 Integration
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### With Enrichment Service (localhost:8000)
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**Option 1: Pull** (AI fetches)
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```bash
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# In enrichment service, AI will auto-fetch from:
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# http://localhost:8000/enriched?limit=10
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```
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**Option 2: Push** (Webhook - RECOMMENDED)
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```bash
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# In enrichment service .env:
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NEXT_STAGE_CALLBACK_URL=http://localhost:9000/api/ingest/enriched
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```
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---
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## 📦 What You Get
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### Input
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- Enriched telemetry (aero, tires, ERS, fuel, consistency)
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- Race context (track, position, competitors)
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### Output
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- **20 diverse strategies** (conservative → aggressive)
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- **Top 3 analyzed** with:
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- Win probabilities
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- Risk assessment
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- Engineer briefs
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- Driver radio scripts
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- ECU commands
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---
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## 🎯 Example Usage
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### Brainstorm
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```bash
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curl -X POST http://localhost:9000/api/strategy/brainstorm \
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-H "Content-Type: application/json" \
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-d '{
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"race_context": {
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"race_info": {"track_name": "Monaco", "current_lap": 27, "total_laps": 58},
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"driver_state": {"driver_name": "Hamilton", "current_position": 4}
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}
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}'
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```
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### Analyze
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```bash
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curl -X POST http://localhost:9000/api/strategy/analyze \
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-H "Content-Type: application/json" \
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-d '{
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"race_context": {...},
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"strategies": [...]
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}'
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```
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---
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## 🐛 Troubleshooting
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| Issue | Solution |
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|-------|----------|
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| API key error | Add `GEMINI_API_KEY` to `.env` |
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| Enrichment unreachable | Start enrichment service or provide telemetry data |
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| Import errors | Activate venv: `source myenv/bin/activate` |
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---
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## 📚 Documentation
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- **Full docs**: `README.md`
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- **Implementation details**: `IMPLEMENTATION_SUMMARY.md`
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- **Sample data**: `sample_data/`
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---
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## ✅ Status
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All systems operational! Ready to generate race strategies! 🏎️💨
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