learning-systems
CommunityImplicit feedback scoring and learning loops for improvements.
System Documentation
What problem does it solve?
The swarm plugin learns from task outcomes to improve decomposition quality over time using implicit feedback scoring, confidence decay, and pattern maturity progression.
Core Features & Use Cases
- Implicit feedback scoring: Convert outcomes into learning signals.
- Confidence decay: Weigh recent results more heavily.
- Pattern maturity: Track and evolve decomposition patterns.
Quick Start
swarm_record_outcome({ bead_id: "bd-123.1", duration_ms: 180000, error_count: 0, retry_count: 0, success: true, files_touched: ["src/auth.ts"], strategy: "file-based" }) swarm_record_outcome({ bead_id: "bd-123.2", duration_ms: 120000, error_count: 1, retry_count: 1, success: false, files_touched: ["src/db.ts"] })
Dependency Matrix
Required Modules
None requiredComponents
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: learning-systems Download link: https://github.com/minhtri2710/dotfiles/archive/main.zip#learning-systems 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 471,000+ vetted skills library on demand.