code-skillz

Human oversight in AI-assisted coding is enforced by applying proceed gates that require explicit confirmation before any changes are made. This process control ensures one change at a time, preventing unsolicited optimizations and scope creep during interactive coding sessions.

Yes, this AI coding workflow works with Claude, Claude Code, ChatGPT, and Codex. It applies interactive process control guidelines across these platforms to maintain strict role-based collaboration and explicit decision points during code modification.

A proceed gate is a process control checkpoint requiring explicit human approval before an AI assistant can execute code changes. It enforces one-change-at-a-time iteration, preventing the AI from making unsolicited optimizations or proceeding without confirmation.

To prevent unsolicited code optimizations, use a strict process control workflow with pre-change fix lists and explicit decision points. This ensures the AI assistant proposes one change at a time and waits for human confirmation before proceeding.

No, this workflow requires a human to run tests and verify outcomes after each change. It explicitly prevents the AI from automatically running tests or assuming success, ensuring strict human oversight over the verification process.

Strict proceed gates limit AI code generation speed by requiring explicit confirmation at each step. This one-change-at-a-time approach ensures control but may slow down interactive coding sessions where rapid iteration is preferred over strict human oversight.