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Forward deployed engineer for AI agents
I'm Prem Kumar S. Five years shipping web platforms, the last 18 months embedded at Quince, where I built SprintCTL to put coding agents on real sprint tickets.
SprintCTL 200–500 tickets a week 2–4h → 15–30m to production Still running after I leftSprintCTL. Coding agents I built alone at Quince.
- 200–500Tickets a week through agents
- 2–4h → 15–30mFrom issue to a fix in production
- ~70%Done end to end, rest caught in review
- ~10Engineers, still using it after I left
One graph of the org
Jira, Slack, GitHub, Confluence, Google Docs and Datadog linked into JEV, so each ticket arrives with its code, owners and threads.
Any coding agent
Claude Code, Cursor and Codex behind one orchestrator, running in the engineer's own checkout through a local bridge.
Asks the right engineer
A stuck agent asks on Slack. It picked the wrong people at first and got accurate as the graph grew.
Humans own the merge
Agents work up to the pull request, never past it. Every change needs two human approvals.
Black Friday on the Quince storefront. I pre-scaled SSR and the BFF for 4–5x traffic and held p95 under 70ms.
What I built inside each Quince request. Embedded at Quince by 91Social for 18 months, April 2025 to September 2026.
Pre-scaled SSR and BFF for Black Friday
p95 held under 70ms for SSR and 50ms for the BFF at peak.
Moved pages to per-request SSR
Collection and product pages off the CDN, plus the first personalized “Picked for you” path.
Ran Statsig experiments on the server
The variant renders into the HTML and the browser SDK starts with the same values.
Fixed a 2x LCP regression
The mobile carousel now loads off-screen slides only after the first touch.
Hardened the Playwright pixel tests
A pixel passes only if the vendor's server answers, and crashed runs no longer report to Slack as passing.
Wired server-side conversions
Click IDs for Reddit, Snapchat, X, Pinterest, AppLovin and OpenAI; Reddit CAPI live before BFCM with $10K in credits.
A network interceptor for pixel and conversion calls. I built it alone at Quince, so a failing pixel, CAPI or sGTM call raises an alert fast.
- Hybrid capture. Monkey patches on fetch, XHR and sendBeacon, plus a service worker for the requests patches can't see.
- Watches the money calls. Tracking pixels, Conversions API calls and server-side GTM, the calls the ad budget depends on.
- Alerts on failure. A vendor that stops answering is flagged quickly, instead of surfacing later in ad reporting.
- Lightweight. About 13µs per request and a 3.6KB bootstrap in benchmarks.
Agents that run around the clock. Self-hosted on a KVM 2 VPS with OpenClaw and Hermes Agent.
Work arrives by chat or by schedule
Each agent gets a job, the tools it needs and a place to report back.
- Runs unattended. Scheduled jobs and long tasks keep going while I'm away from the laptop.
- Uses real tools. Browser, shell and APIs, scoped per agent, on a server I patch and monitor.
- Answers in chat. Results, drafts and alerts come back as messages I can act on.
Products I ship on my own. Live apps, one in development, three npm packages.
Private beta · waitlist open
Rovelle, cooking videos into recipes
Paste an Instagram, TikTok or YouTube link and get steps you can cook from, read aloud while you cook.
Join the Rovelle beta
Live · npm 1.0.0 · MIT
Recall, a Claude Code skill for career evidence
Rebuilds what you shipped from git history into a cited brag doc, résumé, role fit and interview prep. Local-first, no servers.
See Recall
In development
Tare, tracing for AI execution
Every step an agent takes, with its tokens, latency and cost, so teams can see what slows them down and what it costs.
Join the Tare list
Live · npm
Agent skills on npm
Small tools for people who work with Claude Code every day. About 2,400 downloads across my three packages this year.
- brutal-review18 adversarial review skills for Claude Code1.5.0
- talk-to-me-in-htmlTurns any topic into a one-file interactive HTML explainer1.2.0
- @premdevai/recallEvidence-backed career records from git1.0.0
Rovelle turns cooking reels into recipes. My own product, from the pipeline to the apps.
One reel in, a structured recipe out
A TypeScript job pipeline with retries and spend budgets on every model call.
- Backend. Fastify, Postgres and BullMQ workers
- Speech. Sarvam Saaras and Whisper
- Vision. OCR on sampled video frames
- Structure. Gemini turns it all into recipe JSON
- Client. React Native app
Smaller things I've shipped. Answers that cite the rule they used, and a data story, built for Tamil Nadu.

Live · Tamil and English
10 Porutham, Tamil marriage matching
All ten poruthams and doshams, follow-up questions in Tamil or English, and every answer shows the rule it used.
Try 10porutham.in
Live · Tamil and English
NILAM, a Tamil Nadu scheme matcher
Matches an enterprise profile against cited, versioned government scheme rules and TANSIDCO industrial plots.
Try NILAM
Live · data story
Parandur Files, a land-rush data story
Twenty years of land prices and speculation around Tamil Nadu's proposed, now scrapped, Parandur airport.
Read Parandur FilesForward deployed work I've already done. 18 months embedded at a client: their stack, their traffic, their vendors on the other end.
Integrates other companies' APIs
Fixed Meta CAPI deduplication across storefront and checkout, and routed credentials per storefront.
Owns production at peak
On call through sales events: resolved 5xx spikes and shipped hotfixes with Datadog and Argo CD.
Ships the whole path
React and React Native, Node back ends, Playwright in CI. Led a small team rebuilding Zillit's web app.
Tools I've used in production
React
Next.js
TypeScript
Node.js
NestJS
Playwright
Kubernetes
Argo CD
AWS
Sentry
Postgres
Redis
Gemini
OpenAI
Docker
Linux
Experience at four companies. Since December 2020, after a B.E. in Computer Science.
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SDE-3, Storefront Platform and Martech 91Social, embedded full-time at client Quince · BengaluruApr 2025 – Sep 2026
SSR, BFF scaling, experiments, conversion APIs and peak-season on-call. Built SprintCTL alone: about 10 engineers, 200–500 tickets a week, fixes to production in 15–30 minutes instead of 2–4 hours.
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SDE-II Zillit · DelhiNov 2023 – Dec 2024
Rebuilt the web app with React and Redux: encrypted chat, calls and push, used by BBC, Netflix and Prime.
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React JS Developer Antino Labs · GurugramJul 2022 – Jun 2023
Migrated LIC Mutual Fund (KFintech) from .NET to React and Node.
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Frontend Web Developer Treatment Traveller · NoidaDec 2020 – Jul 2022
Built Hosplan in React: search hospitals and doctors across India and book appointments.