My Experience in Agentic Engineering

It has been one year since I wrote about how much faster AI can make a team. Back then, the conversation was about speed. Today, it is about discipline. If you are still coding the same way you did two years ago, you are underperforming. Not because you are not capable. But because the leverage … Continue reading My Experience in Agentic Engineering →

Tokens, Context Windows, and why your AI agent feels stupid sometimes

When an AI coding agent forgot a constraint, drifted halfway through a task, or confidently invented things that never existed, some of our first reactions are that "this model is not good enough". After using Cursor, Claude Code, and other AI coding agents daily for a long time, I changed my mind. When a capable … Continue reading Tokens, Context Windows, and why your AI agent feels stupid sometimes →

AI Coding Agents Explained: Rules, Commands, Skills, MCP, Hooks

If you are an engineer today, the challenge is no longer whether AI can help you write code. The challenge is the flood of tools and concepts. Every few weeks, there is something new. Agents, rules, skills, sub-agents, MCP, hooks. Each introduces its own vocabulary, and most explanations jump straight into features without explaining why … Continue reading AI Coding Agents Explained: Rules, Commands, Skills, MCP, Hooks →

I use AI DevKit to develop AI DevKit features

I built AI DevKit because I wanted a workflow that makes AI coding feel less random and more efficient. But I also know from experience that AI looks great when you demo it. The problem only surfaces when you rely on them to ship something non-trivial. I made a rule for myself. I would use … Continue reading I use AI DevKit to develop AI DevKit features →

Claude Code vs Cursor

I’ve seen a lot of Cursor vs Claude Code comparisons recently. Most of them try to answer a simple question: which one writes better code? https://twitter.com/codeaholicguy/status/2006021401212256626 After using both tools daily, I think that question misses the point. I don’t see a meaningful difference in code quality between Cursor and Claude Code anymore. Once you … Continue reading Claude Code vs Cursor →

Cursor 2.0 and Composer Model

Released on October 29, 2025, Cursor 2.0 is a major update to the AI-driven code editor that promises a new multi-agent interface and the debut of Cursor’s own coding model, Composer. As someone who uses Cursor every day, I couldn’t wait to try out the new 2.0 release. I spent some time exploring what’s new. … Continue reading Cursor 2.0 and Composer Model →