Smart Workplace Lab

Jun 20, 2026 · Artificial Intelligence

How to Fix Long‑Running Agent Memory Chaos: A Three‑Step Pruning Workflow

When an AI agent runs for months, expired logs and test dialogs fill the token pool, diluting attention and causing contradictory answers; a three‑step freshness scoring and pruning process restores accuracy, cuts token waste by 70% and reduces task latency by 60%.