Open to remote · AI / Agent Engineer · UTC+5:30

I build agents
that ship real software.

SUMANTH KUMAR M · AI / AGENT ENGINEER · 8 YEARS

I design, ship, and run multi-agent LLM systems in production — autonomous software that runs 24/7, not prototypes. Open-source: a multi-agent code reviewer with a measured eval benchmark (Quorum), an AI operating system with seven specialist agents (Aria), and a fully on-device private AI (Airgap). The delivery proof behind all of it: 8 years shipping production software — 15+ mobile apps at 100K+ installs, 99.5% crash-free.

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01 — Selected work

Things I've built & run.

Three open-source agent systems with live demos, a production multi-agent ops platform, and 15+ shipped mobile apps as the delivery track record behind it.

Open source · on-device AI

Airgap — a private AI that runs entirely on your phone

A real LLM runs fully on the device and answers questions about your own documents via on-device retrieval — with citations, claim-level self-verification, and an honest confidence read (it tells you when it isn't sure). Offline after a one-time model download; no cloud, no API key. Imports PDFs, voice in & out, swappable 0.5B/1.5B model. Flutter + native (MediaPipe LiteRT / llama.cpp) · Apache-2.0 · tested + CI.

Airgap — private, on-device
Airgap — a cited, verified answer
Open source · live demo

Quorum — multi-agent code reviewer

A dispatcher routes a diff to specialist LLM agents — security, performance, correctness, tests, style — in parallel; a synthesizer consolidates them into one verdict. Provider-agnostic (Claude / OpenAI / Ollama) with native structured output, a CI-gated detection-eval benchmark (recall / false-alarm scored), config-driven custom agents, and zero runtime dependencies. The demo runs the whole engine in your browser via WebAssembly.

Open source · live demo

Aria — an AI operating system in the browser

A macOS-style web desktop with a multi-agent runtime underneath. An orchestrator decomposes a goal and routes it to seven specialist agents that search the live web with citations, write and execute real code (Python on WebAssembly, sandboxed JavaScript), generate images, and review one another — streamed into a live mission-control graph. Brain-agnostic by design: the same agents run on a deterministic simulated engine, your own API key, or a real LLM running entirely in your browser via WebGPU — no server, no key. Next.js · TypeScript · unit-tested · CI.

Production · 24/7

Multi-agent ops platform

An LLM dispatcher routing tasks to specialist agents (triage, content, code execution, strategy), with a realtime task board (REST + SSE), per-task model routing, retries, heartbeats, idempotency, and agents that self-report via API.

Shipped

Cross-platform app portfolio

15+ production apps (Flutter / Android / iOS) with Firebase, CI/CD, 15-language localization, and on-device + cloud AI — 100K+ combined installs at 99.5% crash-free.

02 — Toolkit

What I work with.

Deep in LLM / agent engineering, with 8 years of production software delivery behind it.

AI / LLM & agents

Multi-agent orchestration (custom dispatch/synthesis) · on-device / local LLMs · RAG & vector search · tool use & function calling · MCP · structured output · prompt engineering & caching · evals (golden-dataset, LLM-as-judge) · Claude · OpenAI · Ollama

Backend & infra

Flask · REST · Server-Sent Events · SQLite · Firebase · CI/CD · Linux · systemd · cron · Cloudflare Workers

Mobile

Native Android (Kotlin · Java · Jetpack Compose · MVVM · Coroutines) · Flutter · React Native · iOS · Firebase · Play Store release · 15-language localization

Languages

Python · Kotlin · Java · Dart · Swift · JavaScript / TypeScript

03 — Track record

Experience.

8 years of software engineering — production LLM/agent integration on top of a deep mobile engineering base (native Android, React Native, Flutter).

Software Engineer  ·  Unify Technologies

AI · Mobile   LLM/agent integration on production mobile apps, plus React Native and native Android development and Android device-session tooling.

FEB 2024 — PRESENT
Senior Software Engineer  ·  Robosoft Technologies

Mobile   Built and shipped cross-platform and native mobile apps — React Native, Flutter, and native Android (Kotlin, Jetpack Compose, MVVM, Coroutines) — with Firebase, CI/CD, and analytics across client products.

DEC 2022 — JAN 2024
Senior Software Engineer  ·  LoadShare Networks

Android   Native Android development for a logistics platform — Kotlin, MVVM, and Coroutines — building and scaling features for delivery operations at scale.

SEP 2021 — OCT 2022
Software Engineer  ·  Robosoft Technologies

Mobile   Native Android and cross-platform (React Native / Flutter) feature development across client products, from build to Play Store release.

JUL 2020 — JUL 2021
Software Engineer  ·  Advanced Voice Research Labs

Android · Voice   Android app development with voice and speech features — building mobile experiences around speech recognition and audio.

JUN 2018 — JUN 2020