recursive-improvement

Enforce an iterative score-evaluate-diagnose-improve loop against predefined scoring criteria.

178|10|Updated Feb 5, 2026

Search Tags:#content #evaluation #quality #diagnosis #improvement #iterative #loop

Ready to run

npx skills add https://github.com/dylanfeltus/skills --skill recursive-improvement

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: recursive-improvement
Source: https://github.com/dylanfeltus/skills/tree/main/recursive-improvement
Command: npx skills add https://github.com/dylanfeltus/skills --skill recursive-improvement

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Recursive Self-Improvement Loop is a pattern for generating higher-quality AI output by iterating against explicit scoring criteria.

Core Features & Use Cases

Iterative workflow: generate → evaluate → diagnose → improve → repeat until passing thresholds.
Adversarial testing: apply challenges to stress-test outputs.
Use cases: headlines, landing page copy, emails, social content, ad copy.

Quick Start

Copy SKILL.md into your AI's context and start the iterative loop on your content until all criteria pass.

Frequently Asked Questions about recursive-improvement

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

FAQPage Schema

How do I improve AI content quality through iterative evaluation?▼

Iterative content improvement works by running an adversarial testing loop that scores outputs against explicit criteria, diagnoses weaknesses, and rewrites the text until passing thresholds are met.

Why does my AI output quality stay inconsistent across different content tasks?▼

AI output quality stays inconsistent without a structured evaluation loop. Applying explicit scoring criteria with adversarial testing standardizes quality across headlines, emails, and landing pages.

What is the best way to set up an iterative scoring loop for ad copy?▼

The best way to set up an iterative scoring loop for ad copy is to define explicit scoring criteria, generate the copy, evaluate the score, diagnose failures, and rewrite until passing thresholds.

Can I use an iterative improvement loop for social posts and landing page copy?▼

Yes, you can use an iterative improvement loop for social posts and landing page copy. The process applies to any content domain where quality matters, using diagnosis and rewrite cycles to enforce standards.

How do I apply adversarial testing to diagnose weak AI content?▼

To apply adversarial testing to diagnose weak AI content, apply challenges to stress-test outputs during the evaluation phase, identify failures against your scoring criteria, and trigger a rewrite cycle.

Do I need predefined scoring criteria to start an iterative content improvement process?▼

Yes, you need predefined scoring criteria to start an iterative content improvement process. The loop relies on explicit thresholds to evaluate, diagnose, and trigger rewrites until passing.