AI engineer for capital markets. I build production multi-agent & RAG systems and real-time financial-intelligence platforms for regulated environments. Mechanical engineer by training, markets by obsession — I ship the software and understand how the businesses and instruments it models actually work.
📍 Mumbai, India · 🔗 LinkedIn · ✉️ shyamalfcb@gmail.com
- Financial document intelligence — LLM pipelines that read filings & earnings transcripts and produce auditable, hallucination-resistant output. Core principle: a deterministic compute layer owns every number; the LLM writes narrative only.
- Research-automation platforms — internal, Bloomberg-style tooling that collapses manual analyst workflows (data gathering, monitoring, reporting) into live single-pane systems.
- Regulated-environment engineering — SEBI-context products with a real security posture (auth, field-level encryption, VAPT remediation).
| Project | What it is |
|---|---|
| market-intelligence-platform | 15-module internal research terminal — live market data, NSE/BSE filings, derivatives Greeks, RAG report search, and a 5-stage LLM management-guidance tracker that verifies whether management delivered what they promised. Next.js 16 · TypeScript · 25k+ LOC. |
| AISA (in development) | Document-intelligence platform for SEBI-registered research analysts. Deterministic-signal engine + LLM-narrative-only generation + hard publication gates — it withholds a rating rather than ship an unsupported one. |
| nse-equity-dashboard | Native Windows desktop app — live prices, alerts, one-click Word report generation. Cuts a 60-min daily analyst workflow to ~15. PySide6 · yfinance · Nuitka · 113 tests. |
| wealth-ops-platform | Full-stack corporate + client platform for a SEBI-registered broker. Next.js · JWT/OTP auth · field-level encryption · VAPT-audited. |
Python · TypeScript · Next.js / React · LLM pipelines & RAG (hybrid BM25 + vector) · finance-domain embeddings · Claude / Ollama · SQLite · PySide6 · NSE / BSE & Bloomberg data · security-first API design
MSc Advanced Mechanical Engineering — Heriot-Watt University, UK · B.Tech Mechanical, First Class Honours — Ahmedabad University · CFA Level 1 candidate (Feb 2027) · currently building research-automation & AI infrastructure at a SEBI-regulated brokerage.
Open to conversations on financial-intelligence engineering, applied AI for research, and capital-markets data infrastructure.