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.