Creates structured lessons learned entries from projects, incidents, or key learnings to preserve actionable knowledge for future teams.
From pm-skillsnpx claudepluginhub product-on-purpose/pm-skillsThis skill uses the workspace's default tool permissions.
references/EXAMPLE.mdreferences/TEMPLATE.mdEnables AI agents to execute x402 payments with per-task budgets, spending controls, and non-custodial wallets via MCP tools. Use when agents pay for APIs, services, or other agents.
Guides agentic engineering workflows: eval-first loops, 15-min task decomposition, model routing (Haiku/Sonnet/Opus), AI code reviews, and cost tracking.
Designs and optimizes AI agent action spaces, tool definitions, observation formats, error recovery, and context for higher task completion rates.
A lessons log entry captures significant learning from projects, incidents, or experiences in a format that's useful to future teams who weren't there. Unlike retrospectives (which focus on team improvement), lessons logs focus on organizational knowledge that transcends individual teams—patterns, anti-patterns, and hard-won wisdom.
When asked to create a lessons log entry, follow these steps:
Choose a Descriptive Title Write a title that someone searching for this topic would find. Include keywords that describe the situation and the learning. Avoid generic titles like "Project X lessons."
Provide Context Explain the situation fully enough that someone who wasn't there can understand it. Include the project, timeline, team, and any relevant constraints. Future readers need this context to assess applicability.
Describe What Happened Write a factual account of what occurred. Be specific about actions taken, decisions made, and outcomes observed. Avoid blame—focus on events and systems.
Extract the Lesson Articulate what you learned clearly. The lesson should be actionable—something others can apply. Distinguish between what you observed and your interpretation of why it matters.
Formulate Recommendations Provide specific guidance for future teams facing similar situations. What should they do? What should they avoid? What questions should they ask?
Define Applicability Help readers know when this lesson applies. What situations trigger relevance? What context makes it more or less applicable?
Add Tags for Searchability Include keywords and categories that will help future searchers find this entry. Think about what someone would search for when facing a similar situation.
Use the template in references/TEMPLATE.md to structure the output.
Before finalizing, verify:
See references/EXAMPLE.md for a completed example.