Amplifier Learner Tools
CommunityAI learns from you, gets smarter over time.
Software Engineering#decision making#personalization#AI learning#self-improving AI#feedback loops#recipe optimization#metacognition
Authorimehr
Version1.0.0
Installs0
System Documentation
What problem does it solve?
This skill provides a suite of metacognitive tools that enable AI recipes to learn from user feedback and execution data, solving the problem of static AI behavior. It allows AI to adapt, improve, and personalize its performance over time, reducing the need for constant manual adjustments and leading to more efficient, tailored outcomes.
Core Features & Use Cases
- Decision Historian: Learns which strategic choices lead to the best outcomes in specific contexts.
- Style Learner: Adapts AI's writing style and voice based on user edits and preferences.
- Meta-Recipe Tuner: Identifies performance bottlenecks in multi-stage AI pipelines for optimization.
- Knowledge Compressor: Learns to extract and prioritize information from source material based on feedback.
- Use Case: "My AI-generated emails often need minor tone adjustments. Use the Style Learner to analyze my edits and automatically adapt the AI's writing style to match my preferences."
Quick Start
Use the Amplifier Learner Tools to log an AI decision and its outcome.
Dependency Matrix
Required Modules
python (>=3.11)pydantic
Components
Standard package💻 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: Amplifier Learner Tools Download link: https://github.com/imehr/skills/archive/main.zip#amplifier-learner-tools Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
Agent Skills Search Helper
Install a tiny helper to your Agent, search and equip skill from 223,000+ vetted skills library on demand.