actionable ai

Free guide

Make Your AI Improve Itself After Every Session.

A free, open-source skill that runs the US Army's 4-question After Action Review on your session, finds what is actually worth fixing, and writes that fix straight into your own skills or rules files once you approve it, then saves the lesson so your AI stops forgetting and stops repeating the same mistakes. Built on the method a general institutionalized 50 years ago, and the research (Reflexion) that shows the same reflect-and-record loop helps AI agents improve with no retraining.

  • The free aar-loop skill installed in about two minutes, no coding background
  • The US Army's exact 4 questions, adapted for an AI session
  • How it proposes a numbered FIX PLAN, exact file, exact edit, and writes it into your skills or rules files once you approve
  • How to save lessons your AI actually loads next time (not a diary nobody reads)
  • The honest limits: it writes fixes and loads lessons, it does not retrain the model

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A free skill that runs an After Action Review after any AI session, finds what to fix and writes it into your skills, and saves the lessons so your agent stops forgetting. Built on the US Army's 50-year-old method.

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A look inside

What's inside

01

What's Inside

The free aar-loop skill installed in about two minutes, no coding background The US Army's exact 4 questions, adapted for an AI session How it proposes a numbered FIX PLAN, exact file, exact edit, and writes it in on your approval How to save lessons your AI actually loads next t

02

INSTALL AAR-LOOP

aar-loop open source · MIT · free A Claude skill that runs an After Action Review on the task or session that just happened, using the US Army's 4-question method, proposes a numbered fix plan for anything worth changing and writes it into your skills or rules files once you appr

03

THE FOUR QUESTIONS, ADAPTED FOR AN AI SESSION

The Army's After Action Review asks four questions, in order, after every exercise.

About the author

Cooper Simson

Founder of Actionable AI. 30,000+ operators read the newsletter.

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