Memory that lasts
Your agents remember through two stores. The brain (Qortex) holds notes, decisions and documents, and answers questions with sources. Memory holds the facts agents learn as they work, each with its history, so a wrong correction can be undone.
Start by putting a wrong belief right, with its history kept.
The full picture: QuoxMemory on quox.ai.