code-skillz

Enforce stepwise human approval in AI-assisted coding sessions.

1|Updated Jan 31, 2026

Search Tags:#iteration #coding #ai-assisted #process-control #proceed-gate #human-oversight

Ready to run

npx skills add https://github.com/brian915/code_skillz --skill code-skillz

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: code-skillz
Source: https://github.com/brian915/code_skillz/tree/main
Command: npx skills add https://github.com/brian915/code_skillz --skill code-skillz

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill defines collaboration guidelines for AI-assisted coding tasks, ensuring human oversight, preventing unsolicited optimizations, and maintaining control over change direction.

Core Features & Use Cases

Controlled iteration with explicit confirmation at each step.
Opinionated formatting, tooling, and workflows that align with the codebase conventions.
One change at a time with explicit decision points to avoid scope creep and miscommunication.
Human runs tests and verifies outcomes — never assume success or run tests automatically.

Quick Start

Use the skill with the provided repository by following the steps described in the SKILL.md.

Frequently Asked Questions about code-skillz

High-intent search queries and answers about installing and using this skill.

FAQPage Schema

How do I enforce human oversight and stepwise approval during AI-assisted coding?▼

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.

Can I use this AI coding workflow with Claude, ChatGPT, and Codex?▼

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.

What is a proceed gate in interactive AI coding sessions?▼

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.

How do I prevent an AI coding assistant from making unsolicited code optimizations?▼

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.

Does this AI-assisted coding workflow run tests automatically after changes?▼

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.

What are the limitations of using strict proceed gates for AI code generation?▼

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.