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AshwinUgale/README.md

Ashwin Ugale

AI / LLM Engineer — I build production agents, RAG pipelines, and the tooling that keeps them reliable.

Portfolio LinkedIn Email AWS Certified

About

Software Engineer at Enidus USA, where I build enterprise AI for T-Mobile for Business — multi-tenant LLM tool-calling backends, hybrid retrieval, and LangGraph agents. M.S. in Computer Science from Indiana University Bloomington.

Featured Projects

Project What it does Result
muteval Mutation testing for LLM eval suites — degrades a system on purpose to check your evals actually catch regressions. 0→72% mutation score
smolAmem Multi-tier long-term memory for agents: working, episodic, and semantic. Published on PyPI. 1.000 recall@5
ToolPicker Hybrid BM25 + semantic router for agents with too many tools for the context window. Published on PyPI. 0.970 precision@3
DocChat Answers library questions from the exact version your lockfile pins. VS Code extension + MCP server. 0.854 version accuracy

Tech Stack

Languages

Python TypeScript Java Go SQL

AI / LLM

LangGraph LangChain OpenAI MCP RAG

Backend & Data

FastAPI Node.js PostgreSQL Qdrant Redis

Infrastructure

AWS Azure Docker Kubernetes Terraform GitHub Actions

Pinned Loading

  1. code-to-docs code-to-docs Public

    Forked from redhat-community-ai-tools/code-to-docs

    Python

  2. docchat docchat Public

    Python

  3. docchat-mcp docchat-mcp Public

    Python

  4. smolAmem smolAmem Public

    Python

  5. toolpicker toolpicker Public

    Python

  6. muteval muteval Public

    Python