backend-change-flow
Community7-stage backend change workflow with AI safety guardrails.
System Documentation
What problem does it solve?
Backend code changes frequently suffer from misalignment between requirements, documentation, and actual code, leading to costly rework and production defects. Unregulated AI collaboration during code changes can also introduce repeated errors, hallucinations, and scope creep that waste developer time and introduce unnecessary risks.
Core Features & Use Cases
- 7-stage closed-loop workflow: Covers the full change lifecycle from code understanding, requirement parsing, impact analysis, three-alignment confirmation, atomic implementation, iterative review, to final consistency check.
- Built-in AI safety guardrails: Includes atomic output rules, deterministic verification requirements, and circuit breaker mechanisms to prevent AI repeated errors, hallucinations, and disruptive pseudo-empathy.
- Use case: Ideal for backend developers implementing new features, modifying existing APIs, or fixing bugs, ensuring every code change is traceable, validated, and fully aligned with original requirements.
Quick Start
Use the backend-change-flow skill to implement the requested order refund feature, following the staged workflow to align requirements, code, and documentation before writing any code.
Dependency Matrix
Required Modules
None requiredComponents
Standard package💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: backend-change-flow Download link: https://github.com/gaoqiongxie/skills-ai/archive/main.zip#backend-change-flow Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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