VEDANSH KUMAR_

AI ENGINEER · PRODUCTION GENAI, AGENTS & BFSI ML

₹2cr+revenue shipped

$100K+per deployment

500K+monthly transactions

5,000+users served

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OVERVIEW

The 30-second version, for people in a hurry.

SDE / AI Engineer · Production GenAI & BFSI Systems · Python · LangChain · MCP · AWS / Azure · Thought Machine Vault certified

I build production GenAI pipelines, document-intelligence frameworks, and BFSI ML systems — work that has generated ₹2 crores+ in revenue, powers $100K+ per-deployment products, and serves 5,000+ users. Currently building autonomous agents at Sword; before that, four years of enterprise AI at Xebia.

★ FEATURED STAGES

The flagship work. Every card opens a full case study.

★★★ Jun 2026 – Jun 2026

Idolwild — An Ant-Farm for LLM Minds

A browser ant-farm where a deterministic survival sim runs the world for free and an LLM is rationed down to one typed intent per beat — agents invent gods to explain events the player secretly caused.

TypeScriptthree.jsVercel AI SDKZod

▸ ENTER STAGE

★★★ Jan 2026 – Feb 2026

AutoTrader — Regime-Aware Quant ML Lab

A two-tier quant-ML lab for NSE equities — 36 regime-specialist models under a GPT-based "checker" (a Decision Transformer + RL ensemble), with honest walk-forward backtesting and a documented win for simplicity.

PythonXGBoostLightGBMPyTorch

▸ ENTER STAGE

★★★ Sep 2025 – Mar 2026

Neural Core — Retrieval as a Control Problem

A retrieval-and-reasoning backbone that treats RAG as a control loop — grade, verify, reflect — over an agent-agnostic blackboard where new capabilities plug in with zero rewiring.

PythonFastAPICorrective RAGSelf-RAG

▸ ENTER STAGE

★★★ Jan 2026 – Jan 2026

Chomper — One Document Core, Three Surfaces

One document-processing core that chomps 36+ file formats, fronted by a library, a CLI and an MCP server — with a swappable four-stage pipeline and a token-optimized wire format.

PythonMCPDocument ParsingSemantic Chunking

▸ ENTER STAGE

★★★ Jan 2024 – Dec 2024

XParser - Enterprise Document Intelligence

Enterprise-grade document parser sold at $100K+ per deployment to healthcare clients in USA and Europe

Enterprise AIDocument ParsingOCRLLM

▸ ENTER STAGE

★★★ Jan 2023 – Dec 2024

BFSI ML Systems — Transaction Intelligence, Underwriting & Fraud

Production ML systems for enterprise banking — transaction intelligence, fraud, underwriting, and next-best-action — delivered for enterprise banking clients across UK and Indian markets.

Machine LearningBFSITransaction CategorizationFraud Detection

▸ ENTER STAGE

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