
Hi, I'm Antonin.
Staff Engineer building AI-backed systems, engineering standards, and the workflows that let teams ship serious software.
Summary#
Staff engineer focused on the infrastructure production LLM systems run on: evaluation harnesses, multi-provider dispatch, rate-limit handling, and guardrails on model output. Twenty years of building software, most of it lately in domains where a confidently wrong answer is worse than no answer.
Capabilities reference#
The stack changes. The throughline doesn't. I'm usually working where backend systems, product delivery, and AI workflows collide.
| Group | Scope | Skills |
|---|---|---|
| AI & LLM Systems | Measuring model output, routing it across providers, and trusting none of it by default. | LLM Evaluation & Judge Grading · Multi-Provider LLM Dispatch · Token Budgeting & Rate-Limit Engineering · Structured Output & Guardrails · Model Context Protocol (MCP) · Agent Tooling & Orchestration |
| Languages | Python on the backend, TypeScript for everything else, SQL wherever the data lives. | Python · TypeScript · SQL |
| Platforms & Tools | Async services on Kubernetes, databases picked per job, front ends in React or Svelte. | FastAPI · Redis · Postgres · SQLite · Kubernetes on Azure · React & Next.js · SvelteKit |
| Leadership | Setting technical direction and standards, then reviewing what ships against them. | Technical Strategy · Engineering Standards · Cross-Team Delivery · Code Review · Mentoring |
Principles#
- A deployed MVP is worth two prototyped.
- Dance like nobody is watching, code like everybody is.
- Today's fashion is tomorrow's legacy.
- Debugging becomes easier if you first admit that you are the problem.
- The best code is no code at all.
Selected work#
| Work | Kind |
|---|---|
| cc-dash | TypeScript · Model Context Protocol |
| Skillbox | Claude Code · Agent tooling |
| Agent Compiler | CLI that embeds agent skills into CLAUDE.md and fails CI when the embedded content drifts. |
| Using Git Worktrees to Parallelize AI Agents | Writing |
| 17 Side Projects I Built With Claude Code in Two Months | Writing |
| Programmer's Proverbs | ★ 680 |
Beyond code#
The rest of the operating system.
- Photography
- I shoot animals, landscapes, people, and street scenes. The camera is how I stay observant.
- Fiction
- I write AI-themed fiction and short stories when technical writing is not enough.
- Podcasts & Games
- I have opinions about Final Fantasy, narrative design, and the overlap between games and technology.

I help teams implement AI-enabled product work, sharpen engineering practices, and build systems that survive real usage.
Get in touch →