01Planned article
Structured Outputs Are Not Correct Outputs
Why valid JSON is only the start, and where deterministic business rules belong in an AI workflow.
AI EngineeringCorrectness
Hello, I’m Anton
Backend engineer.
Curious builder.
I build and operate backend systems, and I’m exploring how the same engineering discipline applies to AI software.
From the notebook
Featured writing
02Planned article
When an AI Agent Calls the Same Tool Twice
A backend engineer's look at idempotency, retries, and duplicate side effects in agentic systems.
Backend EngineeringReliability
03Planned article
From JUnit to LLM Evaluations
How familiar testing instincts can shape practical, repeatable evaluation for AI applications.
TestingAI Engineering
Things I’m building
Selected projects
In development
RoleFocus
AI-assisted job discovery and résumé matching, built as a practical exploration of applied AI.
Engineering focus
Explores a FastAPI boundary for job discovery, résumé data, and AI-assisted matching.
PythonFastAPINext.js
Experiment
The Trader
An experiment in AI-assisted trading signals using Jev AI by Typesafe.
Engineering focus
Separates deterministic market indicators from the experimental AI-assisted signal layer.
PythonJev AITrading
Planned
ResolveKit
A planned support backend exploring correctness, idempotency, guardrails, and evaluations for AI systems.
Engineering focus
Planned around deterministic policy validation and idempotent tool execution before AI guardrails and evaluations.
JavaSpring BootAI
Away from the keyboard
Pickleball, cameras, and whatever I’m learning next.
I’m learning videography and content creation, and I play pickleball whenever I can.
More about me