Vibe coding is a good starting point, but it is not where serious AI-assisted development ends. The next step is agentic engineering: using AI coding agents inside a controlled engineering workflow, with context, tests, review and clear boundaries. From output to workflow Vibe coding often focuses on the generated output: Ask for feature -> get code -> run it -> ask for fixes Enter fullscreen mode Exit fullscreen mode Agentic engineering focuses on the system around the model: Define task -> provide context -> implement small slice -> run checks -> review diff -> iterate Enter fullscreen mode Exit fullscreen mode The model is still important, but it is not the whole process. What changes In an agentic workflow, the AI tool can do more than answer questions. It can: read relevant files edit code run tests inspect errors update documentation prepare commits compare alternatives That is powerful, but only if the environment gives the agent good constraints.…