About me

I started out writing React and shipping product features. These days I build LLM systems end to end: retrieval, evals, cost tracking, and a human approving anything that writes. The through-line is the same as it was on the frontend: I like knowing whether the thing actually works.

How I got here

  1. May 2026 – now

    Independent AI engineering live →

    • Built and deployed Contract Change-Impact Intelligence: a multi-tenant LLM platform that extracts obligations from agreements and amendments, explains version diffs, and maps each change to the clauses it impacts.
    • Citation-gated extraction (1.0 citation validity, 0.90 extraction precision) over hybrid retrieval at 0.96 recall@10, with per-tenant spend limits and per-call cost accounting.
    • Built shotgrep, a video search engine: stage-cached ingest (FFmpeg, faster-whisper ASR, SigLIP embeddings), fused visual + transcript retrieval over LanceDB, served over REST and MCP tools.
    • Measured, not claimed: 64 frozen queries over 3,797 moments — Recall@5 0.688 vs 0.578 baseline, MRR 0.495, p50 189 ms / p95 234 ms.
  2. Aug 2022 – Feb 2026

    Senior Software Engineer (Fullstack) · Geeks Invention

    • Built an appointment scheduler (a Calendly replacement) covering booking, cancellation and video-link flows with Next.js, Redux Toolkit and Firebase — 3x user growth.
    • Led OAuth, email verification and transactional email flows, lifting user retention 20%.
  3. Jan 2022 – Aug 2022

    Software Developer 1 (Frontend) · Innovaccer

    • Fixed 120+ failing unit tests and wrote 80+ new ones, raising frontend coverage from 10% to 75%.
    • Closed 150+ bugs (70% of open frontend defects) to a zero-bug state in 3–4 months; best team award.

What I reach for

AI/LLM
pgvector
Postgres FTS
Evals
Structured outputs
LangGraph
MCP
LanceDB
ONNX
Backend
Python
FastAPI
Pydantic v2
SQLAlchemy
PostgreSQL
Node.js
Frontend
React
Next.js
TypeScript
Redux Toolkit
TanStack Query
Tailwind
Infra
AWS
Terraform
Docker
GitHub Actions
Sentry
CloudWatch
FFmpeg
Fly.io

Touching grass: travel, music, badminton and football (CR7 is 🐐, won't listen to any comparisons haha)

Hit me up if: building something cool, Valorant, cafe-hopping

Every social presence of me:

If you're interested in my work ex/projects, here's my resume.