aif-loop

Execute iterative PLAN, PRODUCE, EVALUATE, CRITIQUE, and REFINE loops to refine artifacts.

Updated Mar 13, 2026
One-click install
npx skills add https://github.com/Skro11X/all_vibe_code_test --skill aif-loop-skro11x
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: aif-loop
Source: https://github.com/Skro11X/all_vibe_code_test/tree/main/.claude/skills/aif-loop
Command: npx skills add https://github.com/Skro11X/all_vibe_code_test --skill aif-loop-skro11x

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill automates complex, multi-step refinement processes for artifacts like code, documentation, or specifications, ensuring they meet predefined quality standards before completion.

Core Features & Use Cases

  • Iterative Refinement: Manages a loop of PLAN, PRODUCE, PREPARE, EVALUATE, CRITIQUE, and REFINE phases to improve an artifact.
  • Quality Gating: Stops only when quality thresholds are met or iteration limits are reached.
  • Use Case: You need to generate an OpenAPI 3.1 specification based on high-level notes. This Skill will iteratively refine the spec, checking for correctness, completeness, and style until it meets your defined criteria.

Quick Start

Use the aif-loop skill to start a new loop for generating an OpenAPI 3.1 spec from your notes.

Frequently Asked Questions about aif-loop

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

FAQPage Schema
How do I iteratively refine an OpenAPI specification until it meets quality standards?

Iteratively refine an OpenAPI specification by executing a strict multi-iteration Reflex Loop through PLAN, PRODUCE, EVALUATE, CRITIQUE, and REFINE phases. This process improves the artifact until predefined quality gates are satisfied or iteration limits are reached.

What is a Reflex Loop for artifact generation and how does it work?

A Reflex Loop for artifact generation is a structured process that cycles through PLAN, PRODUCE, EVALUATE, CRITIQUE, and REFINE phases to improve output quality. It continuously evaluates the artifact against quality gates and applies targeted critiques to refine the result across multiple iterations.

How do I implement quality gates for automated code or documentation refinement?

Implement quality gates for automated code or documentation refinement by defining strict evaluation criteria within an iterative loop. The process evaluates the artifact during the EVALUATE phase, triggering the CRITIQUE and REFINE phases repeatedly until the quality thresholds are met.

Can I resume an interrupted iterative refinement loop if my process stops?

Yes, you can resume an interrupted iterative refinement loop. The system manages persistent state through JSON and Markdown files within a dedicated directory structure, allowing you to check status, list past runs, and continue interrupted loops without losing progress.

Does iterative artifact generation work for both code and high-level specifications?

Iterative artifact generation works for both code and high-level specifications. The multi-phase loop refines various artifacts like OpenAPI specifications, code, or documentation, ensuring they meet predefined quality standards before the process completes.

When should I not use an automated iterative refinement loop?

You should not use an automated iterative refinement loop when your task requires only a single pass generation without strict quality gating. The loop is designed for complex, multi-step artifact generation that requires continuous evaluation, critique, and refinement until quality thresholds are satisfied.