exploratory-iteration

Community

Dynamic multi-step learning for autocurriculum

Authorbreakingcircuits1337
Version1.0.0
Installs0

System Documentation

What problem does it solve?

This Skill addresses the challenge of implementing autocurriculum learning, enabling multi-step self-improvement without fixed depth.

Core Features & Use Cases

  • Dynamic Task Space Expansion: Grows task space from intermediate states for continuous improvement.
  • Selective Sampling: Selects most informative partial histories for continuation.
  • Self-Divergence: Supports diverse approaches to problem-solving.
  • Use Case: Ideal for tasks requiring multiple revision attempts, such as math problems or ML engineering tasks.

Quick Start

Use the exploratory-iteration skill to trigger an ExIt process for self-improvement in your task.

Dependency Matrix

Required Modules

None required

Components

scripts

💻 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: exploratory-iteration
Download link: https://github.com/breakingcircuits1337/agent-skills/archive/main.zip#exploratory-iteration

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