skills.rest
richardnpaul
richardnpaulCOMMUNITY
Explore all skills by this author →
GitHub

gan-style-harness

Coordinates Planner, Generator, and Evaluator agents to iteratively build and test software.

Updated Apr 2, 2026
Search Tags:#ai-agents#product-development#harness#qa-testing#gan#plan-code-eval
One-click install
npx skills add https://github.com/richardnpaul/everything-vscode-copilot --skill gan-style-harness-richardnpaul
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: gan-style-harness
Source: https://github.com/richardnpaul/everything-vscode-copilot/tree/main/.github/skills/gan-style-harness
Command: npx skills add https://github.com/richardnpaul/everything-vscode-copilot --skill gan-style-harness-richardnpaul

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

GAN-inspired harness addresses the need for a rigorous, end-to-end workflow where planning, development, and evaluation are decoupled to drive higher-quality software through iterative feedback.

Core Features & Use Cases

  • Adversarial, multi-agent loop that separates Planner, Generator, and Evaluator to optimize outputs.
  • Structured iteration with explicit criteria (design, originality, craft, functionality) to ensure quality across cycles.
  • Configurable prompts, models, and runtimes to support end-to-end app development and automated QA.

Quick Start

Prompt the GAN harness with a single prompt and let it orchestrate Planner, Generator, and Evaluator to plan, build, and test a feature.

Frequently Asked Questions about gan-style-harness

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

FAQPage Schema
How do I use multi-agent AI for autonomous product development and QA testing?▼

Autonomous product development uses a GAN-inspired harness that separates Planner, Generator, and Evaluator agents to plan, build, and validate software iteratively against explicit quality criteria.

What is a GAN-inspired harness for software engineering?▼

A GAN-inspired harness is an adversarial multi-agent loop that decouples planning, development, and evaluation to drive higher-quality software through structured iterative feedback cycles.

How do I set up configurable prompts and models for automated app-building tasks?▼

Automated app-building requires defining a single prompt, assigning model roles, and configuring parameters for iterations, evaluation criteria, and live testing within the harness.

Can I evaluate code functionality and design against a custom rubric in an automated workflow?▼

Evaluating code functionality and design against a custom rubric is supported by configuring the Evaluator agent to assess explicit criteria including design, originality, craft, and functionality across cycles.

Does the plan-code-eval loop require specific dependencies to run live testing?▼

The plan-code-eval loop has no external dependencies, allowing you to configure runtimes and live testing environments directly within the harness to validate generated software.

Related Skills

Explore More Software Engineering Skills→
curated-skillscurated-skills
43

agent-harness-runtime-charter

Define runtime policy for delegating child agent work and reconstructing executable call graphs.

Community
Advanced
tachyon-beeptachyon-beep
14

cicd-pipeline-architecture

Architect CI/CD pipelines with deployment strategies, test gates, and rollback mechanisms.

Community
Advanced
abdullah1854abdullah1854
1

agent-evaluation

Develop evaluation frameworks for non-deterministic agent systems.

Community
Advanced
CrokilyCrokily
2

ralph-loop

Generate PRDs, convert them to prd.json, and execute user stories in an autonomous development loop.

Community
Advanced