self-improve

Analyze session artifacts to generate actionable improvement todos.

Updated Mar 6, 2026
One-click install
npx skills add https://github.com/v36372/pi-stuff --skill self-improve-v36372
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: self-improve
Source: https://github.com/v36372/pi-stuff/tree/main/skills/self-improve
Command: npx skills add https://github.com/v36372/pi-stuff --skill self-improve-v36372

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Automatically conducts an end-of-session retrospective to identify improvements across agent configuration, tests, documentation, and code, and transforms findings into actionable todos.

Core Features & Use Cases

  • Analyze session artifacts (errors, logs, tool outputs, and subagent summaries) to surface concrete optimization opportunities.
  • Prioritize findings, suggest owners, and generate ready-to-execute todos for product, engineering, and doc teams.
  • Use after complex sessions, post-release retrospectives, or whenever continuous improvement is desired.

Quick Start

Summarize the current session context, identify concrete improvements, and produce actionable todos for approval.

Frequently Asked Questions about self-improve

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

FAQPage Schema
How do I generate actionable todos from session logs and errors?

Generating actionable todos from session logs requires analyzing session artifacts like errors and subagent summaries to identify concrete improvements. The retrospective process surfaces optimization opportunities across agent configuration, tests, docs, and code, prioritizing findings with suggested owners and rationale.

What is an end-of-session retrospective for agent configuration and code improvement?

An end-of-session retrospective for agent configuration and code improvement is an automated review of session artifacts to specify recommended changes. It analyzes errors, logs, and tool outputs to produce ready-to-execute todos with measurable next steps and required scripts for engineering teams.

Can I use session artifacts like tool outputs and subagent summaries for continuous improvement planning?

Yes, you can use session artifacts like tool outputs and subagent summaries for continuous improvement planning. Analyzing these artifacts identifies concrete optimization opportunities across documentation, tests, and code, transforming findings into actionable todos for product and engineering teams.

What's the best way to prioritize improvements from a post-release retrospective?

Prioritizing improvements from a post-release retrospective involves analyzing session artifacts to surface concrete optimization opportunities. The approach suggests owners, provides rationale for recommended changes, and generates ready-to-execute todos with measurable next steps for doc and engineering teams.

Do I need any dependencies to analyze session errors and generate documentation improvements?

No dependencies are required to analyze session errors and generate documentation improvements. The process operates standalone, directly reviewing session artifacts like logs and tool outputs to identify concrete improvements and produce actionable todos with recommended changes and measurable next steps.