Voice AI and backend engineer. I work on the frameworks voice agents run on, and on the failures that only show up on a real phone call.

Fifteen fixes merged upstream — ten into livekit/agents, plus pipecat, jambonz and drachtio.

📍 Chennai, India · 2026 CS graduate · open to a first engineering role 🔗 Portfolio · LinkedIn

In the framework itself

• livekit/agents#7139 — ConnectionPool.invalidate() closed sockets that were still streaming, and a handshake in flight escaped invalidation entirely and stayed reusable with stale settings. Eleven plugins call it from update_options, so one change to the primitive repaired all of them. Reviewed line by line by a maintainer.
• #7054 — found a whole bug class, fixed all fifteen instances across library, examples and tests, and got ruff's RUF006 enabled in their CI so dangling tasks cannot come back.

Provider plugins — the same stale-handshake bug, found by grepping siblings for the shape

• #7132 asyncai · #7133 neuphonic · #7140 cartesia, where the API version was also sent in a header that disagreed with the body it was built for

Lifecycle and cleanup

• #7023 — an STT connection pool that stayed open after shutdown
• #7012 — per-stream HTTP sessions leaking through a WeakSet
• #7050 — a discarded prewarm task rebuilding a pool after close
• #7341 — LiveAvatar built its own aiohttp session instead of the job's shared one, so the session outlived the job that owned it
• #7237 — respeecher retired whole connection pools on a model change, leaving idle sockets for the old model open and orphaning a stream's socket in a pool nothing closes
• pipecat#5632 — an STT service rebuilt its config on a settings change, but the running gRPC stream took its config once at open, so a mid-session language change kept transcribing with the old one
• pipecat#5464 — a TTS service wrote model, voice and language only into its websocket init message, so a runtime change was stored, warned about, and silently never sent

SIP and telephony

• jambonz#1585 — a TTS stream_resumed event sent to a different hook path than the one it resumed
• jambonz#1584 — a call transferred between feature servers re-sent trying, ringing and in-progress statuses the application had already received
• drachtio-srf#240 — proxied responses built their header strip list from the request option, so the wrong headers were stripped and forwarded

Open PRs across livekit/agents, pipecat, litellm and drizzle-orm, plus fixes sent to nine voice-AI vendors' own SDKs — Gnani, Simplismart, Rumik, Respeecher, SonexLabs, Replicate, Supertonic, Maya Research and Cosmo.

pipecat-plugin-health — a nightly check that installs every community Pipecat plugin in the docs against the latest release and against main, so a breaking change shows up before users hit it. It found that 19 of 56 could not be used with pipecat 1.11; seven broke on one renamed name, and each of those now has a fix.

Take a bug fixed in one place, then grep every sibling for the same shape — it is almost never alone. Then verify by mutation: revert the fix and confirm the new test fails. A test that passes both ways has told me nothing.

Most of it started with debugging real calls on my own voice agent: audio arriving out of order, sessions torn down mid-sentence, a connection quietly serving the wrong voice after a settings change.

Atlas — an outbound voice agent on Twilio Media Streams and Deepgram. Barge-in, a call-session state machine, outcome classification, dialling constrained to legal calling hours, and SMS/WhatsApp on one session model. ~31,000 lines, solo.

InvoiceCheck.in — GST invoice verification, live. An 11-point compliance check run before marketplaces reject an invoice, OCR auto-fill, Razorpay pay-per-check.

Python asyncio pytest · LiveKit Agents Pipecat jambonz drachtio · Twilio Programmable Voice & Media Streams SIP WebRTC Deepgram · TypeScript NestJS Next.js · Postgres Prisma Redis BullMQ · Docker CI/CD