AI Agent

A lot of people use AI coding assistants like Claude Code, Cursor, or similar tools… but they still work the old way: random prompts, scattered context, and big “do everything” requests. The result is predictable. The agent gets confused, makes messy changes, forgets constraints, and creates bugs you have to clean up later. Top “agentic” engineers work differently. They treat AI coding like a system, not a chat. They manage context carefully, break work into small units, reus

For the last few years, building AI agents often meant building a lot of “extra stuff” around weak models. Teams added layers like retrieval systems, indexing, search trees, tool-calling logic, and complex agent workflows to help models behave better. But a big shift is happening now. New frontier models are getting strong enough that many of those clever scaffolds are no longer needed. In many cases, they can actually slow the agent down or make it worse. The focus is moving