Odin AI Analyst Companion

Odin is an AI-powered trading companion that solves a critical problem: traders repeatedly make the same mistakes because they forget past market conditions. THE PROBLEM You buy AAPL during earnings, lose 5%, then three months later—same news, same mistake, same loss. Traditional platforms don't learn from your behavior. THE SOLUTION Odin learns from every trade you make and proactively warns you when similar market conditions arise. HOW IT WORKS 1. LEARNING PHASE Every trade is enriched with: - News context (DuckDuckGo + GPT-4 summarization) - Sentiment scores (Reddit, social media, technical indicators) - Profit/loss outcomes This data is converted into vector embeddings and stored in ChromaDB, creating a searchable memory of your trading psychology. 2. PATTERN MATCHING When new market signals arrive, Sentinel searches your history using vector similarity (cosine distance). If similarity >35%, it generates alerts: Opportunities - "Last time this happened, you made 15% profit" Risk Warnings - "Last time this happened, you lost $286" 3. FOUR CORE FEATURES - Multi-Agent Analysis: 7 AI agents (Market, Fundamentals, News, Social, Bull/Bear, Trader, Risk Manager) collaborate for BUY/HOLD/SELL recommendations - Autonomous Trading: Fully automated with signal gathering, analysis, execution, and position monitoring - Real-Time Trading: WebSocket streaming, live prices, context tracking - Intelligent Alerts: Pattern recognition that warns BEFORE you trade TECH STACK Frontend: Next.js, TypeScript, Tailwind CSS, WebSocket Backend: FastAPI, ChromaDB (vector DB), LangChain, GPT-4, Alpaca API ML: Vector embeddings, cosine similarity, multi-agent systems IMPACT Prevents losses, finds opportunities, saves time, reduces emotional trading. Production-