Platform-Engineering on Onur Celep

The rule my agent broke while reading it: evals for AI skills

Sun, 12 Jul 2026 00:00:00 +0000

My AI setup runs on rules. Release discipline, model routing, incident playbooks — they ship to every agent session as skills: markdown instructions loaded into context, versioned in a template repo and propagated across my repositories. The setup tour covers how that works; the postmortem covers the day the CI plumbing under it failed silently, and the guardrails that came out of that.

This post is about realizing the same failure class exists one layer up — and what happened when I pointed tests at it.

The green check that did nothing: a postmortem of AI agents in CI

Sat, 11 Jul 2026 00:00:00 +0000

I run AI coding agents in CI across my repositories. The loop looks like this: I open a GitHub issue describing a change and tag the agent; it reads the repo, makes the change on a branch, and hands me a pull request. A second agent reviews every PR automatically before I look at it. A human merges everything. The setup is stamped from a single template repo (ai-factory) so all my projects run the same configuration — the full tour of that setup and how it came to be is its own post; this one is about the day it broke.

One AI setup for every repo: how I work with coding agents, and why it became a factory

Wed, 08 Jul 2026 00:00:00 +0000

I write software with AI agents in three places: a terminal session while I work, cloud sessions I fire off and forget, and agents that live in my repos’ CI. All three follow the same committed rules, read the same committed memory, and hand everything to me as a pull request that I merge. This post is a tour of that setup — what each piece is for, what actually changed in how I work, and why keeping it consistent across repositories eventually forced me to build a small platform for it (ai-factory).

About

Fri, 09 Dec 2022 00:00:00 +0000

Who I am? Link to heading

A passionate software engineer with 10+ years of experience. A detail-oriented, communicative, adaptable engineer who specializes in analysis, design, and implementation of CI/CD and software test automation systems. Contributed development process of several high-volume and revenue software products. Interested in cloud systems, CI/CD, performance & automation test development areas.

My Career Link to heading

Software Consultancy Link to heading

Providing technical consultancy and leadership services in CI/CD design and implementation, release management and automation, data visualization, root cause analysis, technical way of working and KPI definition, team building areas.