SUMANTH KUMAR M — 8 YEARS, SOFTWARE ENGINEERING
I design, ship, and operate production LLM agent systems — autonomous software running 24/7, not prototypes. I built and run a self-hosted multi-agent platform, and open-sourced a multi-agent code reviewer with a measured evaluation benchmark.
A measured open-source agent, a production multi-agent platform, and 15+ shipped apps.
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.
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.
One agent watches production crash signals and drafts/routes fixes automatically; another scores candidate actions by expected value and surfaces one ranked recommendation per day.
The agent above is grounded in my background and scoped to answer only about me — a serverless LLM behind a thin proxy, no API key exposed. The portfolio of an agent engineer should itself be an agent.
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.
Deep in LLM / agent engineering, broad across the stack.
Claude · OpenAI · Ollama orchestration · multi-agent systems · tool use & function calling · structured output · prompt engineering & caching · RAG · agent memory · MCP · model routing · evals (golden-dataset, LLM-as-judge)
Python · Dart · JavaScript / TypeScript · Kotlin · Java · Swift
Flask · REST · Server-Sent Events · SQLite · Firebase · Linux · systemd · cron · CI/CD · Cloudflare Workers
React Native · Flutter · native Android (Jetpack Compose, MVVM, Coroutines) · iOS