This is a submission for the GitHub Finish-Up-A-Thon Challenge.

What I Built

I published an AI memory result. Then I added real retrieval and everything broke.

This is what I built after I went back and finished it.

The AI Memory Judgment Demo is a public research framework for testing whether AI agent memory can govern actions correctly.