Agentic coding is when an AI agent does real engineering work autonomously. It reads the codebase, plans, edits files, runs tests, fixes errors, and reports back. You set the goal. It executes.
Vibe coding vs. agentic coding.
Vibe coding is the human posture: you sit with the agent, you direct, you review every diff. Agentic coding is the agent posture: it works on a task end-to-end while you do something else, then hands you a result to review.
Same underlying tools. Different mode of collaboration. The best builders fluidly switch between both depending on the task.
What makes it work.
1. The codebase has to be agent-friendly. Clear naming, predictable structure, fast feedback loops. Agents fail in codebases that confuse humans, just faster and more visibly.
2. The tasks have to be scoped.“Refactor the auth system” fails. “Add an email field to the signup form, validate it server-side, write a test” works.
3. The review discipline has to be real. Agents confidently produce wrong code. Without a strong reviewer, agentic coding becomes agentic shipping bugs.
The tools we use.
Claude Code, Cursor, Codex CLI, Codex Cloud. None of them is the answer alone. The skill is knowing which to reach for and how to hand context between them — which is the entire multi-tool track in the academy.
Where this is going.
The interesting work in software for the next decade is figuring out how humans and agents collaborate at production scale. Not chatbots. Not autocomplete. Real teams of humans and agents shipping real systems. That’s what we build at GHZ Creative.