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Sentinance
A real-time crypto analytics platform featuring live multi-exchange WebSocket streaming, LSTM-powered price forecasting, and an autonomous LangGraph agent for market analysis.
Technologies & Skills
Challenge
Traders struggle with fragmented data sources and lack verifiable, AI-driven insights for volatile crypto markets.
Solution
Built a streaming architecture using Kafka and WebSocket for sub-second updates, integrated LSTM models for 24h price prediction, and deployed a multi-agent RAG system (LangGraph + Qdrant) to answer market queries with citation-backed reasoning.
Assets
10+ Live Streams
Latency
<100ms Inference
Coverage
96% Test Coverage
Behind the build
Streaming Pipeline
Engineered a high-throughput pipeline using `aiokafka` and FastAPI WebSockets to aggregate and broadcast real-time price feeds from Binance, Coinbase, and Kraken.
Agentic AI System
Developed a multi-agent system with LangGraph and Gemini/Groq, enabling autonomous research and structured market analysis with fallback resilience.
Predictive Modeling
Trained and deployed PyTorch LSTM models for time-series forecasting, served via FastAPI with comprehensive backtesting and MLflow tracking.