self-improving-loop
OfficialAutomate production trace observation and analysis to suggest improvements via PR draft.
Software Engineering#quality assurance#skill modification#AI agent improvement#production trace analysis#PR draft generation
Authoraws-samples
Version1.0.0
Installs0
System Documentation
What problem does it solve?
This Skill automatically observes production traces, analyzes patterns of quality regression, cost overruns, and failures, and suggests improvements via PR draft.
Core Features & Use Cases
- Production Trace Analysis: Observes and analyzes production traces for quality regression, cost overruns, and failure patterns.
- Automatic PR Suggestion: Generates PR draft proposals for prompt and skill modifications based on the analysis.
- Use Case: If an agent or skill shows a performance regression, this Skill can automatically detect the issue and propose a solution in the form of a PR draft.
Quick Start
Use the self-improving-loop skill with the target agent or skill you want to analyze.
Dependency Matrix
Required Modules
langfuseprometheuscloudwatchgithub-cli
Components
scriptsreferences
💻 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: self-improving-loop Download link: https://github.com/aws-samples/sample-oh-my-aidlcops/archive/main.zip#self-improving-loop Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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