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Aravindan TR — stylized avatar illustration

An AI Engineer who

Ships agents that work.

Because a demo that impresses is only half the job.

I'm a

Currently, Software Engineer II, AI at Atlan.

Projects
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Years shipping
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Agents in prod
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I'm an AI / Software Engineer with 2+ years shipping production multi-agent systems — LangGraph orchestration, RAG, agentic harnesses, and evals — that solve real problems for real users.

At Atlan I've built support-automation, ticket-to-PR pipelines, metrics-glossary agents, and documentation agents that ran at tenant scale with measurable business impact: deflected tickets, saved hours, and shipped documentation for 700K+ data assets.

I like taking prototypes from "look, it demos" to "look, it's reliable" — the eval loops, the tool boundaries, and the boring plumbing that make agents actually usable in production.

Work Experience

Building at Atlan.

Software Engineer II, AI · Feb 2024 – present

LangGraph · RAG · Glean · Zendesk

Nora — AI Support Agent

75 tickets/mo deflected · ~$60K–$100K projected savings

Support-automation agent on Zendesk with doc-grounded triage over Glean, specialist sub-agent routing, and human-escalation workflows. Lifted deflection from 18 → 75 tickets/month.

LangGraph · Claude Code · Linear · Cloudflare

Mothership — Ticket-to-PR

First-pass correctness ~40% → ~75% on benchmark QA

Autonomous pipeline that reads a Linear ticket, spins up a Cloudflare sandbox via Harness, clones the repo, implements changes, and opens a review-ready GitHub PR.

Deep Agents · BI · SQL lineage

Metrics Glossary Agent

70% reduction in metric documentation effort

Auto-discovers KPIs from BI tools and SQL lineage, converts them into governed business metrics, and publishes a tenant-wide glossary with formulas and documentation.

Context Agents · Lineage · Usage

Description Agent

700K+ assets · 50 customers · 14 days · ~450× faster

Auto-generates plain-English documentation for tables and columns by learning from lineage and real usage patterns. 90%+ user acceptance; saved ~110K hours of manual writing.

I'm currently looking to join a cross-functional team

that ships AI-native products end-to-end.

Selected Work

Things I've built.

AI Mail Client preview

Full-stack AI

AI Mail Client

A full-stack AI Gmail client where a Python LangGraph agent drives the React UI via natural language — composing, navigating, filtering, and reading email.

  • Next.js 16
  • LangGraph
  • FastAPI
  • CopilotKit
  • Vercel
Conversation Canvas preview

Voice-first canvas

Conversation Canvas

A voice-first thinking canvas that turns spoken decisions, plans, and problems into a live typed graph on tldraw.

  • Next.js
  • tldraw
  • Gemini
  • Speechmatics
  • Postgres
AI Voice Receptionist preview

Real-time voice agent

AI Voice Receptionist

Real-time AI voice receptionist for clinics — callers talk naturally by phone or browser; the agent books appointments and sends confirmations.

  • Python
  • FastAPI
  • Gemini Live
  • Twilio
  • Firestore
Gemini Media Agents preview

Self-correcting media agents

Gemini Media Agents

Two small, self-correcting media-generation agents built on Gemini + Google ADK — one for brand mockups, one for narrated explainer videos.

  • Python
  • Google ADK
  • Gemini
  • Veo
  • ffmpeg
SciSplainer preview

Science, explained

SciSplainer

Turns any scientific paper or webpage into an immersive auto-playing documentary — with AI-generated visuals, narration, and live voice Q&A.

  • Gemini Live
  • Imagen
  • TTS
  • Cloud Run
  • React
Ultra Doc-Intelligence preview

Doc intelligence

Ultra Doc-Intelligence

AI system for logistics document intelligence in TMS workflows — upload docs, ask grounded questions, run structured extraction with confidence and guardrails.

  • Next.js
  • LangChain
  • LlamaCloud
  • Pinecone
  • OpenAI
Meet AI preview

AI video meetings

Meet AI

AI-powered video meeting app for real-time voice conversations with custom AI agents — with live transcription and post-call summaries.

  • Next.js
  • WebRTC
  • OpenAI Realtime
  • Inngest
  • Postgres

Contact

Let's build something that ships.

Looking to join a cross-functional team building AI-native products end-to-end. Or have a project in mind? Drop a note.