Rabat - AI-Powered Sports Betting Arbitrage Platform

Professional-grade arbitrage detection and bet optimization for NFL and NCAA Football, powered by advanced AI and autonomous agents.

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🎯 What is Rabat?

Rabat combines sports betting arbitrage mathematics with enterprise-grade AI infrastructure to create an intelligent platform that:

• Detects arbitrage opportunities across multiple sportsbooks in real-time
• Predicts line movements using ML and historical pattern matching
• Optimizes bet allocation for guaranteed profit or maximum expected value
• Learns and improves automatically with autonomous intelligent agents
• Provides conversational insights through natural language AI

Built on the proven Incynt AI architecture (federated RAG, autonomous agents, intelligent caching) and adapted for sports betting.

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✨ Key Features

🎲 Sports Betting Core

• Multi-Book Arbitrage Detection: Find guaranteed profit opportunities across 7+ sportsbooks
• Advanced Opportunity Scoring:
  • Margin Score (expected return %)
  • Liquidity Score (bet limit assessment)
  • Risk Score (volatility measurement)
  • Closing Probability (time-to-close prediction)
• Optimal Bet Sizing: Risk-neutral allocation + Kelly Criterion
• Real-Time Odds Aggregation: Sub-60 second updates
• Historical Odds Database: Time-series storage for ML training

🤖 AI-Powered Intelligence

• Line Movement Prediction: ML models forecast closing lines
• Pattern Recognition: RAG system finds similar historical setups
• Market Intelligence Agent: Discovers new arbitrage patterns 24/7
• Opportunity Optimizer: Recommends optimal bet timing
• Data Quality Agent: Monitors odds integrity and staleness
• Conversational Interface: "Show me all NFL moneyline arbs over 3%"

📊 Premium User Experience

• Apple-Style UI: shadcn/ui + Radix + Framer Motion
• Real-Time Dashboard: WebSocket push updates
• Interactive Charts: Heatmaps, line movement visualizations
• Dark Mode: Full theme support
• Mobile Responsive: Works on all devices

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🚀 Quick Start

# Configure environment
cp backend/.env.example backend/.env
# Add your API keys: THE_ODDS_API_KEY, OPENAI_API_KEY

# Start infrastructure
docker-compose up -d

# Backend
cd backend
python -m venv venv && source venv/bin/activate
pip install -r requirements.txt
uvicorn main:app --reload --port 8004

# Frontend (new terminal)
cd frontend
npm install && npm run dev

Access: http://localhost:3004

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📖 Usage Examples

Detect Arbitrage

from backend.sports.arbitrage_engine.core.arbitrage import ArbitrageDetector

arb = ArbitrageDetector.detect_two_way_arbitrage(
    odds_side_a=Decimal("2.10"),  # DraftKings
    odds_side_b=Decimal("2.05"),  # FanDuel
    # ... game details ...
)

print(f"Margin: {arb.margin_score * 100:.2f}%")  # 3.58%
arb = ArbitrageDetector.calculate_optimal_stakes(arb, Decimal("1000"))
print(f"Profit: ${arb.guaranteed_profit}")

AI Pattern Search

from backend.ai.rag_engine import RAGEngine

rag = RAGEngine()
similar = rag.search("Chiefs -3.5 moved to -6.5 before playoffs", top_k=5)

Conversational Interface

python backend/cli.py chat
> "Show me NFL moneyline arbs over 3%"

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🤖 Autonomous Agents

Run 24/7 to optimize the platform:

• Market Intelligence: Discovers arbitrage patterns
• Line Predictor: Forecasts closing lines
• Opportunity Optimizer: Finds optimal bet timing
• Data Quality Monitor: Validates odds integrity

# View dashboard
python backend/scripts/agent_monitor.py

# Deploy 24/7
./backend/scripts/deploy_agents.sh

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📊 Tech Stack

Backend: Python 3.11, FastAPI, PostgreSQL, Redis, FAISS Frontend: Next.js 14, React 18, TypeScript, Tailwind, shadcn/ui AI: sentence-transformers, RAG, autonomous agents Infrastructure: Docker, Docker Compose

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📈 Roadmap

✅ Phase 1 (Current): Core arbitrage + AI infrastructure 🚧 Phase 2: ML predictions, smart parlays, alerts 🔮 Phase 3: Monte Carlo, social features, mobile apps

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📝 Documentation

• ARCHITECTURE.md - System design
• QUICKSTART.md - Setup guide
• PROJECT_STATUS.md - Feature status
• INCYNT_INTEGRATION_PLAN.md - AI integration

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Built with the proven Incynt AI architecture + custom sports betting expertise.

🚀 Find arbitrage opportunities with AI-powered intelligence.