
Ishaan Sharma
AI Engineer
Talent
MumbaiMember since May 29, 2026
LangChainReActMCP serverstool-callingRAGhybrid retrievalBM25embeddingsPyTorchHuggingFace TransformersXGBoostspaCyBERTAgent RuntimeCloud RunCloud BatchFastAPIDockerLangSmithPythonDQNReinforcement LearningDeep LearningMachine Learning
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LangChainReActMCP serverstool-callingRAG
About
AI Engineer specialising in production-grade multi-agent systems, ReAct, hierarchical delegation, MCP servers and RAG pipelines. MSc Advanced Computing with 2 years building and deploying ML systems for Capital Markets.
Experience
Market Risk Analyst (Quantitative Engineering) at IDFC FIRST Bank (2023-06 – 2024-08)
- Generated INR 200 Cr+ in new trading book orders by prototyping and shipping Python valuation frameworks for NDF and Bond FRA asset classes while resolving integration failures between front-office logic and legacy vendor APIs.
- Accelerated regulatory compliance workflows by architecting an LLM-based automated scanning system for RBI and FEDAI circulars and implemented structured change management to eliminate manual monitoring by up to 80%.
- Expanded the Loan Against Securities book by 15% by engineering an XGBoost predictive scoring model that increased the eligible collateral pool by 20% through automated Python pipelines over equity market data.
Data Scientist at CRISIL (2022-02 – 2022-08)
- Accelerated quarterly report turnaround by 85% empowering the CriSidEx MSME index for public sector and banking clients by deploying a business sentiment classifier leveraging HuggingFace Transformers (BERT) and PyTorch.
- Enabled on-demand semantic search across 10,000+ XML filings by engineering a FinBERT and spaCy NER pipeline, deployed as a client-facing Dockerised FastAPI microservice.
Education
Master of Science in Advanced Computing (Distinction) – King's College London (2024-09 – 2026-01)
Bachelor of Technology (Hons.) in Computer Science with Business Systems – Narsee Monjee Institute of Management Studies (NMIMS) (2019-07 – 2023-05)
Skills
AI Engineer



