self-improve

Run iterative research, analysis, TDD-based improvement, and validation loops for plugins.

Updated Mar 20, 2026
One-click install
npx skills add https://github.com/dynamic-dome/agentic-os --skill self-improve-dynamic-dome
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: self-improve
Source: https://github.com/dynamic-dome/agentic-os/tree/main/skills/self-improve
Command: npx skills add https://github.com/dynamic-dome/agentic-os --skill self-improve-dynamic-dome

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires agentic-os:iteration-logger, agentic-os:pattern-extractor, and includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill automates the process of improving plugin functionality through iterative improvement cycles, addressing issues, enhancing performance, and ensuring the plugin's health.

Core Features & Use Cases

  • Automated Self-Improvement: Runs up to 4 iterations of research, analysis, improvement, and validation.
  • Circuit Breaker: Stops iterations if no further improvements are possible.
  • Git-Safe Rollback: Provides a reliable rollback mechanism to previous states.
  • Use Case: Use this Skill to continuously improve your plugin's performance and reliability by automatically detecting and fixing issues.

Quick Start

Run the self-improve skill to start the iterative improvement cycle for your plugin.

Frequently Asked Questions about self-improve

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

FAQPage Schema
How do I automate iterative improvement cycles for my plugin?

Automated iterative improvement cycles run up to 4 loops of research, analysis, TDD-based enhancement, and validation to continuously optimize plugin functionality and reliability.

What is a circuit breaker in autonomous self-improvement loops?

A circuit breaker in self-improvement loops stops iterations automatically if analysis detects no further improvements are possible, preventing unnecessary processing cycles.

How does git-safe rollback work during plugin validation?

Git-safe rollback provides a reliable mechanism to restore the plugin to a previous state if validation or eval-driven acceptance gates fail during the improvement cycle.

Can I use eval-driven acceptance gates to validate plugin improvements?

Eval-driven acceptance gates validate plugin improvements by ensuring TDD-based modifications meet specific health and performance criteria before iterations are finalized.

Do I need specific dependencies to run autonomous improvement loops?

Running autonomous improvement loops requires the iteration-logger and pattern-extractor dependencies to orchestrate research, analysis, and TDD-based enhancement cycles effectively.

What is the best way to find and fix weaknesses in plugin functionality?

Finding and fixing weaknesses involves orchestrating autonomous loops that research issues, apply TDD-based improvements, and validate results with circuit breaker and rollback support.