Quant Dev · ML Engineer · Open Source Builder
I make markets safer, systems faster, and models smarter — one commit at a time.
romil = {
"role" : "Associate Software Developer @ FinMechanics, Mumbai",
"domain" : ["Quantitative Finance", "Market Risk", "AI/ML Systems"],
"education" : "B.Tech Electrical Engineering · IIT Madras (Minor: Computing)",
"interests" : ["HFT & Microstructure", "LLM Agents", "High-Performance Systems"],
"open_to" : ["Open Source Collabs", "Quant Research", "ML Projects"],
"fun_fact" : "Bronze medalist 🥉 in Badminton at Inter-IIT Sports Meet"
}- 📉 Market Risk @ FinMechanics — VaR engines (Monte Carlo, Historical Sim), Black-Scholes & Vanna-Volga options pricing, Basel-III / FRTB compliance systems
- 🤖 AI Reporting Agent — Agentic workflows using DeepSeek, Gemini & Claude with self-correcting "Reflection" loops for hallucination-free financial reports
- 📊 LOB Alpha Engine — C++20 high-frequency research engine with VPIN-based toxic flow detection, Stoikov Micro-Price alpha & Hazelcast distributed state
- ⚙️ Infrastructure Wins — Cut Reuters API latency by 40%, slashed GC overhead by 60% with off-heap caching, reclaimed 20 weekly man-hours via automation
Languages
ML / AI
Infra & Systems
Quant Concepts
Stochastic Calculus · Black-Scholes · Vanna-Volga · VaR / CVaR · LOB Dynamics · VPIN · Market Microstructure · Monte Carlo · Greeks & Smile Interpolation
I'm actively looking to contribute to and co-build:
- 🔬 Quant / Algo-Trading open source tools (backtesting, order book analytics, risk engines)
- 🧠 LLM / Agentic AI frameworks and research tooling
- ⚡ High-Performance Systems in C++ or Python
How to reach me:
📬 LinkedIn DM — fastest response guaranteed 🐙 Open a GitHub Issue or Discussion on any of my repos — I'll respond!
"Markets are just distributed systems with worse latency guarantees." 😄
⭐ If you find my work useful, drop a star — it means a lot!

