Prompt Cybernetics v2.0

Community

Self-improving prompt engineering.

AuthorAmitabhainArunachala
Version1.0.0
Installs0

System Documentation

What problem does it solve?

This Skill addresses the challenge of consistently generating high-quality prompts by enabling the AI to learn from its own execution history and dynamically adapt its prompting strategies.

Core Features & Use Cases

  • Dynamic Recursion Depth: Adjusts prompt complexity based on task analysis.
  • Real-time Drift Detection: Monitors execution to ensure alignment with the original intent.
  • Pattern Evolution: Learns from feedback to improve prompt patterns over time.
  • Auto-Integration: Seamlessly enhances subagent prompts with optimized patterns.
  • Use Case: When designing a complex new AI framework, this Skill will automatically craft a multi-layered prompt that guides the AI through analysis, synthesis, and self-reflection, adapting its depth and patterns based on the task's inherent complexity.

Quick Start

Use the prompt-cybernetics-v2 skill to enhance the task 'Design a new AI framework'.

Dependency Matrix

Required Modules

None required

Components

scriptsreferencesassets

💻 Claude Code Installation

Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.

Please help me install this Skill:
Name: Prompt Cybernetics v2.0
Download link: https://github.com/AmitabhainArunachala/clawd/archive/main.zip#prompt-cybernetics-v2-0

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
View Source Repository

Agent Skills Search Helper

Install a tiny helper to your Agent, search and equip skill from 223,000+ vetted skills library on demand.