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sidnov6/README.md

Siddharth Jain — Agentic AI Engineer for Finance

LinkedIn   Portfolio   Email


I'm an AI/ML Engineer building GenAI and agentic systems for finance — risk, RegTech, fraud, and capital markets. I spent a year shipping enterprise AI in manufacturing (10 plants, 300+ daily users), and I'm now all-in on Finance × AI.

I don't just prototype — I ship full, end-to-end systems engineered to bank-grade standards: leakage-safe modeling, deterministic math, citation-grounded reasoning, eval-as-CI-gate, and human approval gates. My north star is AI agents that actually understand finance, where every number is computed, every claim is sourced, and a human holds the final gate. Currently a CFA Level 1 candidate.

If you only open one project, start with PRAETOR (live demo) or DELPHI (live demo) — then CreditForge and QUORUM.


Featured Systems

PRAETOR — agentic M&A due-diligence engine DELPHI — multi-agent equity research debate

CreditForge — bank-grade credit risk platform QUORUM — AI investment committee

RegRadar — EU regulatory-impact engine Recoupe — autonomous subrogation recovery

AEGIS — real-time streaming AML AEOLUS — renewable fleet operations brain

CADUCEUS — virtual molecular tumor board All repositories

⚡ Live demos (PRAETOR · DELPHI · CADUCEUS) run on free-tier LLM keys with hard rate limits — built for a quick walkthrough, not load-testing. A 429 is the free quota, not the architecture. CADUCEUS was born from my time at the Wallace H. Coulter Department of Biomedical Engineering and runs keyless on real de-identified TCGA data.



Tech Stack

LangGraph, LangChain, RAG, OpenAI, Groq, Python, PyTorch, scikit-learn, LightGBM, Spark, Snowflake, FastAPI, Next.js, Docker, AWS, OR-Tools

GitHub Activity

GitHub stats Top languages

Contact

I'm looking for roles, mentors, and collaborators in fintech, quant, and bank-AI. If you build, hire, or invest in this space — let's talk.

LinkedIn   Portfolio   Email

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  1. praetor praetor Public

    Agentic M&A due-diligence engine: search any company on a 3D globe, 9 AI agents run parallel diligence on real public data (SEC EDGAR, OFAC, GLEIF, GDELT, live web), and render a cited GO/NO-GO/CON…

    Python 1

  2. aegis-live aegis-live Public

    Real-time streaming AML detection on live blockchain transactions — async WS ingestion, event bus, sliding-window graph, sanctions+LightGBM+anomaly ensemble, subgraph-explained alerts, LLM-drafted …

    Python

  3. aeolus-fleet-brain aeolus-fleet-brain Public

    Governance-first multi-agent operations brain for a renewable wind fleet — detect, diagnose, price against the live market, optimally schedule maintenance (OR-Tools), and gate every action through …

    Python

  4. CreditForge CreditForge Public

    Bank-grade credit-risk platform — calibrated PD scorecard + ML challenger, LGD/EAD -> Expected Loss, OOT validation, SHAP reason codes, fairness & drift. Basel/IRB on Freddie Mac data.

    Python

  5. Dam-Rehabilitation-Chatbot Dam-Rehabilitation-Chatbot Public

    AI assistant for dam condition assessment & rehabilitation planning — guides engineers through inspection, interprets damage data, recommends maintenance strategies.

    Python

  6. recoupe recoupe Public

    Autonomous subrogation-recovery platform — 7 agents read closed insurance claims, assign fault, compute recoverable amounts, and pursue recovery. Citation-grounded, audit-grade.

    Python