VitaBench: Memory Lifecycles Beyond Retrieval
The authors introduced VitaBench, a new benchmark to measure 'memory lifecycle evaluation.' This goes beyond simple retrieval by testing how agents decide whether to keep, compress, consolidate, or delete memory over time. The benchmark uses diagnostic tools like lifecycle headroom and horizon reversal to show that these representation decisions have delayed consequences.