learn

Log decisions, launch reviews, and recurring patterns to output files.

Updated Jan 14, 2026
One-click install
npx skills add https://github.com/nuggetswise/pmos --skill learn-nuggetswise
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: learn
Source: https://github.com/nuggetswise/pmos/tree/main/skills/learn
Command: npx skills add https://github.com/nuggetswise/pmos --skill learn-nuggetswise

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This skill closes the feedback loop in PM OS by enabling structured logging of decisions, post-launch reviews, and learning patterns from history to continuously improve planning and execution.

Core Features & Use Cases

  • Unified learning modes: --decision to log decision context with rationale, --launch to run post-launch retros, and --patterns to extract recurring rules from history.
  • Output-driven memory: writes decision logs to outputs/decisions, launch reviews to outputs/reviews, and learned rules to .claude/rules/learned for future automation.
  • Use Case: After a major initiative, run --decision to capture context, later run --launch for a post-mortem, and periodically run --patterns to refine playbooks.

Quick Start

Run the learning commands to begin capturing decisions, launches, and patterns:

  • pm-os learn --decision
  • pm-os learn --launch
  • pm-os learn --patterns

Frequently Asked Questions about learn

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

FAQPage Schema
How do I log product decisions with rationale for future reference?

To log product decisions with rationale, use the --decision command to capture context and reasoning, then save the output to a decision log for future history analysis and continuous improvement.

How do I run a post-launch retrospective for a product release?

Run a post-launch retrospective by using the --launch command to review outcomes after a major initiative, generating a launch review that captures results and feedback for your PM OS.

What is the best way to extract recurring patterns from product launch history?

Extract recurring patterns from product launch history by running the --patterns command, which analyzes past data to identify and refine learned rules into actionable playbooks for future planning.

Can I automate future product decisions using rules extracted from past launches?

Yes, you can automate future product decisions by writing extracted learned rules to the .claude/rules/learned directory, enabling the system to apply historical patterns to new contexts automatically.

Where are decision logs and launch reviews stored after running the learning commands?

Decision logs and launch reviews are stored in the outputs/decisions and outputs/reviews directories respectively, organizing your PM OS feedback loop data for accessible history analysis.