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Antonin Januska

From AntJanus, the personal encyclopedia · Biography

Antonin Januska (AntJanus) is a Staff Engineer building AI-backed systems, engineering standards, and the workflows that let teams ship serious software.20+ years building · 2012 blogging since · 600+ GitHub stars.

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.

LinkedIn · GitHub · YouTube

Principles

  1. A deployed MVP is worth two prototyped.
  2. Dance like nobody is watching, code like everybody is.
  3. Today's fashion is tomorrow's legacy.
  4. Debugging becomes easier if you first admit that you are the problem.
  5. The best code is no code at all.

See the proverbs project →

Capabilities

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

What I work with now
AreaIn one lineSkills
AI & LLM SystemsMeasuring 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
LanguagesPython on the backend, TypeScript for everything else, SQL wherever the data lives.Python · TypeScript · SQL
Platforms & ToolsAsync services on Kubernetes, databases picked per job, front ends in React or Svelte.FastAPI · Redis · Postgres · SQLite · Kubernetes on Azure · React & Next.js · SvelteKit
LeadershipSetting technical direction and standards, then reviewing what ships against them.Technical Strategy · Engineering Standards · Cross-Team Delivery · Code Review · Mentoring

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

Selected work

Beyond code

Antonin hiking in Colorado
Hiking in Colorado. 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. See I, AI.
Podcasts & Games
I have opinions about Final Fantasy, narrative design, and the overlap between games and technology.

Work with me

I help companies implement AI workflows and accelerate their development teams. Three kinds of engagement:

AI Workflow Audit

Review current workflow, identify bottlenecks, and leave with a prioritized plan your team can execute immediately.

Typical scope: 1-2 weeks

Implementation Sprint

Hands-on rollout of one repeatable workflow with guardrails, review criteria, and team enablement.

Typical scope: 2-6 weeks

Leadership Advisory

Support for engineering leadership creating an operating model for AI usage across multiple teams.

Typical scope: monthly advisory

Start the conversation →

Site history

This site has been online since 2012 under several designs. The archive of past eras, with screenshots, lives at antjanus.com/history; see also Throwback Thursday -- The Site Through Time.