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gauravch-code/README.md

Gaurav Chintakunta

AI engineer building agents that are observable, bounded, and grounded in real workflows.

MS Computer Science, University of Illinois Chicago (May 2026, GPA 3.89). I work on local-first AI, agent evaluation and observability, RAG, synthetic training data, and full-stack products in Python, Go and TypeScript. My fixes are merged into open-source AI tools like Haystack and OpenSRE.

Based in New Jersey · Open to full-time AI Engineer, ML Engineer and Software Engineer roles · OPT work authorization

Portfolio · Email · LinkedIn · Resume


Featured work

Every project has a live, in-browser demo. No sign-up and no API key needed.

Winnow live demo

Local-first AI inbox triage. A scikit-learn + MiniLM classifier sorts mail in about 5 ms on CPU and calls a PydanticAI fallback only when it isn't confident. Corrections feed a guarded retraining loop, and every route comes with an explanation.

Live demo → · Source

Python FastAPI PydanticAI scikit-learn Sentence Transformers Postgres Next.js

TraceGuard live demo

An operations console for AI agents. It records every run, exposes each step and tool call, and puts generated support drafts into a human review queue. External agents can send their own traces through an ingestion API.

Live demo → · Source

TypeScript Next.js OpenAI Cloudflare Workers D1 Drizzle

Agentic SRE Pipeline live demo

Autonomous Kubernetes remediation with guardrails. A Go watchdog polls Prometheus, and a CrewAI orchestrator gathers evidence through four allowlisted MCP tools. It restarts on the first alert and doubles the memory limit only if the problem recurs.

Live demo → · Source

Go Python CrewAI MCP Kubernetes Prometheus

Toolgen live demo

Training data for tool-using agents. It turns ToolBench schemas into grounded multi-turn conversations: an endpoint graph, connected tool chains, schema-valid mock execution with session state, and an LLM judge with a repair loop.

Live demo → · Source

Python Pydantic NetworkX OpenAI LLM-as-judge


Open source

I find real bugs in AI tools, reproduce them, and ship the fix with a regression test.

8 merged PRs across 7 projects. Rebuilt daily from the GitHub API (how).

Project Pull request Merged
composio ★ 30.6k Fix Pydantic field aliases in Python tool execution Oct 2026
baml ★ 9.4k Teach initialize_runtime to handle trailing slashes Oct 2026
cli ★ 60 Select ARMv6 binary on armv6l Oct 2026
txtai ★ 13k Preserve ordered-list start values in HTMLToMarkdown Oct 2026
sentence-transformers ★ 19.2k Rescore with the CrossEncoder when only min_score is set in mine_hard_negatives Oct 2026
txtai ★ 13k Skip NULL aggregate values from shards with no matching rows Oct 2026
haystack ★ 26.8k Treat None meta values as missing in MetaFieldRanker Sep 2026
opensre ★ 12.1k Improve RCA prompt for evidence-grounded diagnosis Apr 2026

Engineering toolbox

Languages: Python, Go, TypeScript, JavaScript, SQL, Scala, C

AI and agents: PyTorch, Transformers, PydanticAI, CrewAI, LangGraph, LangChain, MCP, DSPy, RAG, Sentence Transformers, scikit-learn

Backend and data: FastAPI, Flask, Next.js, Postgres, SQLAlchemy, Drizzle, Pinecone, Pandas, NumPy, Spark

Infrastructure: Kubernetes, Docker, Prometheus, Cloudflare Workers, AWS, Azure, GitHub Actions, Linux


Let's connect

I'm interested in teams building AI agents, evaluation and observability infrastructure, developer tools and full-stack ML products. Reach me at gaurav.pvt25@gmail.com, on LinkedIn, or through my portfolio.

Pinned Loading

  1. winnow winnow Public

    Local-first AI inbox triage agent with tiered classifier + LLM architecture

    Python

  2. TraceGuard TraceGuard Public

    AI agent run tracing and support-draft review pilot

    TypeScript

  3. toolgen toolgen Public

    Python

  4. AI-doc-bot AI-doc-bot Public

    An intelligent RAG bot using MCP for source prioritization.

    Python

  5. Agentic-SRE-Pipeline Agentic-SRE-Pipeline Public

    Autonomous SRE agent that detects, diagnoses, and remediates Kubernetes memory issues with zero human intervention. Go watchdog + MCP server + CrewAI agents.

    Python

  6. AI-Research-Assistant AI-Research-Assistant Public

    Python