refine-image

Refine image artifacts using a guided PMPO loop and domain-aware adapters.

Updated Mar 27, 2026
One-click install
npx skills add https://github.com/GQAdonis/turboquant-rs --skill refine-image
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: refine-image
Source: https://github.com/GQAdonis/turboquant-rs/tree/main/.opencode/skills/artifact-refiner/skills/refine-image
Command: npx skills add https://github.com/GQAdonis/turboquant-rs --skill refine-image

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Refine image artifacts quickly using a guided PMPO loop and domain-aware adapters to improve quality and consistency.

Core Features & Use Cases

  • Guided PMPO artifact refinement for images (photos, thumbnails, banners)
  • Load domain adapter from references/domain/image.md to tailor outputs
  • Output refined assets to dist/ and update the manifest for asset pipelines

Quick Start

Start the PMPO loop for an image artifact by loading the domain adapter from references/domain/image.md and running prompts/meta-controller.md.

Frequently Asked Questions about refine-image

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

FAQPage Schema
How do I refine image artifacts to improve quality and consistency?

To refine image artifacts, you can use a guided PMPO refinement loop with domain-aware adapters that evaluate and enhance image quality. This process requires loading the domain adapter and executing the meta-controller to produce compliant outputs.

What is a domain-aware adapter for image refinement?

A domain-aware adapter is a configuration loaded from references/domain/image.md that tailors the refinement process to image-specific requirements. It ensures outputs align with design workflows for assets like thumbnails or banners.

Can I use this to enhance thumbnails and banners within design workflows?

Yes, you can enhance thumbnails and banners within design workflows by running the PMPO loop. The skill refines these image artifacts and outputs the improved assets to the dist/ directory while updating the asset manifest.

How do I start the PMPO loop for an image artifact?

To start the PMPO loop for an image artifact, load the domain adapter from references/domain/image.md and run prompts/meta-controller.md. This executes the guided refinement process to generate compliant, high-quality outputs.

Does this image refinement process require external dependencies?

No, the image refinement process does not require external dependencies. It operates internally by loading the domain adapter from references/domain/image.md and executing the meta-controller prompt to manage the refinement loop.

What is the best way to update an asset pipeline after refining images?

The best way to update an asset pipeline after refining images is to output the refined assets directly to the dist/ directory. The refinement loop automatically updates the manifest to reflect the new asset versions.