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Meta AI uses a second AI agent as a memory coach to keep long tasks on track

Technology · en

Meta AI uses a second AI agent as a memory coach to keep long tasks on track

The Decoder · Aug 2, 2026, 12:57 PM UTC

Meta AI wants to stop AI agents from forgetting errors they've already diagnosed and repeating failed steps during complex tasks. A separate memory agent maintains a structured memory bank and decides when to remind the main agent and when to stay silent. The system improved scores by up to 8.3 percentage points across two benchmarks.…