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wjgoarxiv
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autoresearch:learn

Analyze user feedback and failed runs to generate improvement plans with eval scenarios and patch checklists.

29|4|Updated Mar 15, 2026
Search Tags:#skill development#feedback analysis#autoresearch#evaluation scenarios#improvement planning
One-click install
npx skills add https://github.com/wjgoarxiv/autoresearch-skill --skill autoresearch-learn
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: autoresearch:learn
Source: https://github.com/wjgoarxiv/autoresearch-skill/tree/main/skills/learn
Command: npx skills add https://github.com/wjgoarxiv/autoresearch-skill --skill autoresearch-learn

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill addresses the need for continuous improvement of the autoresearch-skill by turning user feedback and failure reports into actionable improvement plans without automatically implementing changes.

Core Features & Use Cases

  • Feedback Analysis: Processes user complaints and failure reports to identify areas for improvement.
  • Improvement Plan Creation: Generates a bounded plan with scope, acceptance criteria, and risks.
  • Eval Scenario Drafting: Creates a draft eval scenario to catch similar failures in the future.
  • Patch Checklist Preparation: Provides a checklist for implementing the improvement plan.

Quick Start

Provide feedback about the skill's performance or a failed run, and the skill will generate an improvement plan for you.

Frequently Asked Questions about autoresearch:learn

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I convert user feedback into an actionable improvement plan for skill development?▼

You can convert user feedback into an improvement plan by analyzing failure reports and complaints to generate a bounded scope, acceptance criteria, and risks for iterative skill development.

What is the best way to create eval scenarios from failed skill runs?▼

The best way to create eval scenarios from failed runs is to analyze the failure reports and draft scenarios that specifically target and catch similar errors in future iterations.

Can I automatically implement skill patches based on user feedback analysis?▼

No, feedback analysis does not automatically implement changes; it generates a safe improvement plan with a patch checklist, requiring manual implementation for skill development.

Do I need external dependencies to analyze feedback and generate improvement plans?▼

You do not need external dependencies to analyze feedback and generate improvement plans; the process relies solely on built-in analysis and documentation skills.

What should be included in a skill improvement plan to ensure safe iterations?▼

A safe skill improvement plan should include a defined scope, acceptance criteria, identified risks, an eval scenario draft, and a patch checklist for implementing changes.

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