exploratory-iteration
CommunityDynamic multi-step learning for autocurriculum
Software Engineering#self-improvement#iterative learning#autocurriculum#task space expansion#self-divergence
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 requiredComponents
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.
Agent Skills Search Helper
Install a tiny helper to your Agent, search and equip skill from 620,000+ vetted skills library on demand.