How I run AI coding agents as a team with AI DevKit

I spend most of my time in the AI DevKit agent console. I start one agent as the manager, usually Codex, and brainstorm with it. Once an idea becomes concrete enough to execute, I ask the manager to create another agent and hand off the work. That executor might run in Codex, Claude Code, Pi, … Continue reading How I run AI coding agents as a team with AI DevKit

I read every Claude Code hook so you don’t have to

When building AI DevKit, I had to look much deeper into different coding agent harnesses. Each one has its own structure, workflow, and mental model. In this post, I’ll share what I learned from digging into Claude Code hooks. Claude Code has 27 hook events. I went through all of them. Most are not worth … Continue reading I read every Claude Code hook so you don’t have to

A practical roadmap to learn agentic engineering

A lot of engineers want to learn agentic engineering now. I think many of them are starting from the wrong end. They jump straight into MCP, multi-agent systems, autonomous workflows, and every shiny demo on X. It looks exciting and also feels like the future. But for most engineers, that is not the right place … Continue reading A practical roadmap to learn agentic engineering

More agents, same human brain

I have been running multiple coding agents at the same time for a while now. Sometimes I have Claude Code working on one feature, Codex reviewing a plan, Gemini CLI exploring another direction, and another Claude session fixing a smaller issue in parallel. On paper, this sounds like the future of software engineering. One engineer, … Continue reading More agents, same human brain

Claude Code Guide: How to use Claude Code like you’ve used it for a year

Most Claude Code tutorials stop at "install it and start chatting". That gets you maybe 20% of what the tool does. The other 80% comes from understanding how context, modes, subagents, and hooksfit together. It's the stuff that's technically in the docs but reads as marketing until you've burned a few thousand tokens learning it … Continue reading Claude Code Guide: How to use Claude Code like you’ve used it for a year

How my AI workflow evolved from prompts to workflow

About six months ago, my AI workflow was already useful. I had reusable commands. I had predefined templates. I had a decent setup in Cursor and later Claude Code and Codex. It was enough to make AI generate code faster, help me plan, and reduce some repeated prompting. That was already a big step up … Continue reading How my AI workflow evolved from prompts to workflow