AlphaStream India is a professional-grade, real-time financial intelligence terminal designed specifically for the Indian retail investor. It bridges the massive information gap between institutional traders and retail participants by providing deterministic, agentic, and sub-second market insights.
- 13-Agent Reasoning Swarm: Powered by Gemini 2.0 Flash, our swarm fuses technical trends, corporate filings, insider trades, and news sentiment into a single, actionable Alpha Score (0-100).
- Sub-2s Latency: Built on Pathway’s streaming engine, the system ingests data from 14+ connectors (NSE, BSE, NSDL, Groww, FRED) and pushes live signals to the UI in under 2 seconds.
- Deterministic Analytics: Unlike generic chatbots, AlphaStream uses a Text2SQL pipeline executing on DuckDB for precise, hallucination-free numerical answers.
- Regulatory Moat: Integrates India-specific regulatory data (NSE SAST/PIT, NSDL FII/DII) that global platforms often lack.
- Adaptive RAG: Implements geometric document retrieval to optimize token costs by 40% while maintaining rigorous context for complex queries.
| Layer | Technology | Purpose |
|---|---|---|
| Frontend | React 19, Vanilla CSS | Real-time terminal UI with WebSocket streaming |
| AI Orchestration | LangGraph, Gemini 2.0 Flash | 8-node NLQ pipeline with self-correction loops |
| Streaming Engine | Pathway | Incremental indexing and real-time data ingestion |
| OLAP Database | DuckDB | Deterministic financial analytics and Star Schema |
| Vector Database | ChromaDB | High-performance vector embeddings for RAG |
| Online ML | River (ML) | Streaming anomaly detection (Z-Score, ADWIN, HST) |
| Backend | FastAPI, Python | High-performance async API endpoints |
| Visuals | Manim (Community) | Dynamic mathematical animations for presentation |
Rickarya Das
AI & Financial Systems Architect
- Productivity: Recovers ~₹2.19L of lost productivity per user/year by compressing 2 hours of research into 15 minutes.
- Alpha: Delivers 2-3 actionable signals monthly with 60%+ historical accuracy.
- Risk: Reduces behavioral panic selling via portfolio-aware alerts and FII/DII streak tracking.
- Repository: AlphaStream India
- Problem Statement: PS-06 · AI for the Indian Investor
- Event: ET GenAI Hackathon Finale 2026
fintech, generative-ai, multi-agent-systems, streaming-data, financial-analysis, react, fastapi, duckdb, pathway, gemini-ai, quantitative-finance, india-market