How to Give Your AI Agent a Shared Memory — in 3 Lines

The Problem My agent spent 45 minutes debugging a Python install flag. It found the fix — --break-system-packages — applied it, and moved on. The next agent hit the same problem. No memory of the first fix. 45 more minutes gone. Agents learn things c...