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sidnov6/README.md

Siddharth Jain β€” AI/ML Engineer for Finance

Hi there πŸ‘‹

I'm an AI/ML Engineer building GenAI and agentic systems for finance β€” 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 Γ— AI.

I don't just prototype β€” 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 (3D globe + 9 live AI agents, live demo), CreditForge, or QUORUM.

πŸš€ Flagship Projects β€” Finance Γ— AI

PRAETOR β€” agentic M&A due-diligence engine

CreditForge β€” bank-grade credit risk QUORUM β€” AI investment committee

RegRadar β€” EU regulatory intelligence Recoupe β€” autonomous subrogation

πŸ›°οΈ More Systems

AEGIS Live β€” real-time streaming AML AEOLUS β€” renewable fleet operations brain

🧬 Healthcare Γ— Agentic AI

CADUCEUS β€” virtual molecular tumor board

Born from my time at the Wallace H. Coulter Department of Biomedical Engineering β€” a multi-agent molecular tumor board: 55+ specialist agents across 7 layers deliberate over a multimodal oncology case and return a fully-cited, guideline-concordant recommendation with documented dissent and a human on the final gate. Runs offline on synthetic cases, or live on a real de-identified TCGA patient (variants β†’ CIViC, drugs β†’ openFDA, trials β†’ ClinicalTrials.gov, literature β†’ Europe PMC). No API keys β€” keyless and free. Live demo.

⚠️ Live demos run on free-tier LLM keys (hard rate limits + daily token caps). They're built for a quick walkthrough, not load-testing β€” if a demo throttles or returns a 429, that's the free quota, not the architecture. The full code is here on GitHub.

πŸ› οΈ Tech Stack

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

πŸ“Š GitHub Stats

stats top langs

🀝 Let's build the future of Finance Γ— AI

I'm looking for roles, mentors, and collaborators in fintech, quant, and bank-AI. If you build, hire, or invest in this space β€” 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 β€” 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 β€” 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 β€” 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 β€” guides engineers through inspection, interprets damage data, recommends maintenance strategies.

    Python

  6. recoupe recoupe Public

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

    Python