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Hi, I'm Antonin. banner

Hi, I'm Antonin.

Staff Engineer building AI-backed systems, engineering standards, and the workflows that let teams ship serious software.

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 across legal AI, creator platforms, payroll, startups, and consulting. Currently in legal AI, where a confidently wrong answer is worse than no answer.

20+
Years Building
2012
Blogging Since
679
GitHub Stars

Experience

Where I've been

Over 14 years across startups, scale-ups, and post-acquisition teams — from first engineer to staff-level technical leadership.

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.

See the proverbs project
Antonin hiking in Colorado

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.

Capabilities

What I work with now

The stack changes. The throughline doesn't. I'm usually working where backend systems, product delivery, and AI workflows collide.

AI & LLM Systems

LLM Evaluation & Rubric DesignLLM-as-Judge GradingMulti-Provider LLM DispatchToken Budgeting & Admission ControlStructured Output & GuardrailsPrompt EngineeringModel Context Protocol (MCP)Agentic Tooling

Languages

PythonTypeScriptJavaScriptSQL

Frameworks

FastAPIPytestPostgresKubernetesReactSvelteKitNode.js

Leadership

Technical StrategyEngineering StandardsCross-Team DeliveryCode ReviewMentoring

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

Get in touch