dag-pattern-learner
OfficialLearn from DAG history to optimize future runs.
Authorcuriositech
Version1.0.0
Installs0
System Documentation
What problem does it solve?
Learns from DAG execution history to improve future performance. Identifies successful patterns, detects anti-patterns, correlates configurations with outcomes, and provides recommendations that improve future DAG performance.
Core Features & Use Cases
- Pattern extraction from DAG execution traces to identify recurring structures and actionable templates.
- Anti-pattern detection to surface risky configurations, bottlenecks, and dependencies.
- Recommendation generation to optimize configurations, parallelization, and scheduling order.
- Knowledge accumulation to build and maintain a library of patterns, outcomes, and confidence scores for continuous improvement.
Quick Start
Provide your DAG execution history to begin learning patterns and receiving actionable recommendations.
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: dag-pattern-learner Download link: https://github.com/curiositech/windags-skills/archive/main.zip#dag-pattern-learner Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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