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sidnov6/README.md

Siddharth Jain — AI/ML Engineer for Finance

Hi there 👋

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 CreditForge (it has a live demo) or QUORUM.

🧭 Currently Building — Latest Systems

CASSANDRA — forensic accounting intelligence over SEC filingsTRIDENT — real-time maritime chokepoint intelligence

RED QUEEN — adversarial AML with a co-evolving detectorBOREAS — autonomous German power-market trading agent

🚀 Flagship Projects — Finance × AI

CreditForge — bank-grade credit riskQUORUM — AI investment committee

RegRadar — EU regulatory intelligenceRecoupe — autonomous subrogation

🛰️ More Systems

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

AEGIS Live — real-time streaming AMLAEOLUS — renewable fleet operations brain

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

🛠️ Tech Stack

PythonLangChainLangGraphRAGGroqOpenAIPyTorchscikit-learnFastAPINext.jsDockerAWSSnowflakeSpark

📊 GitHub Stats

statstop langs

🤝 Let's build the future of Finance × AI

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.

LinkedInPortfolioEmail

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  1. praetorpraetorPublic

    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

  2. aegis-liveaegis-livePublic

    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-brainaeolus-fleet-brainPublic

    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. CreditForgeCreditForgePublic

    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-ChatbotDam-Rehabilitation-ChatbotPublic

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

    Python

  6. recouperecoupePublic

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

    Python