At Ardemas, I built ProPilot, a multi-tenant enterprise RAG platform for contract analysis, with hybrid search, PII protection, and workspace-scoped document Q&A. Its document ingestion engine preserved structural boundaries across 500+ parsed documents, lifting Ragas answer correctness from 0.68 to 0.82.
I also built a Ragas evaluation harness for the hybrid retrieval pipeline, improving faithfulness from 0.71 to 0.89 and context precision from 0.64 to 0.83. I enforced SSO-based authentication and strict tenant isolation across a production vector knowledge base.
Kodra is my open-source AI coding agent for VS Code. I designed its ReAct runtime and workspace tools, and built local codebase RAG that indexes 5K+ files without cloud dependency.
At TechSaksham, I developed and deployed AI prototypes for client workflows, applying LLM pipelines and model integration. I also automated data preprocessing and integrated AutoML workflows, reducing the deployment cycle by 30%.

