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.