AI development · Controlled workflow
Vibe Coding without chaos: from idea to reviewed code
AI can accelerate prototypes, debugging and repetitive edits. Architecture, data protection and responsibility for the final code still belong to people.
Give the agent a bounded task
Describe the expected behaviour, relevant files, constraints and definition of done. Ask for a plan before a broad change. Small, reviewable steps reduce unrelated edits and make failures easier to reverse.
Review every meaningful change
Start from a clean commit or branch. Inspect the diff, run tests and verify that dependencies, permissions and error handling still make sense. Never paste secrets into a prompt or grant unnecessary production access.
Choose a workflow, not a winner
Editor-based and terminal-based agents have different strengths. Compare them on your own repository with the same tasks. Our Cursor, Claude Code and Codex guide provides a neutral test framework.