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

The DecoderAugust 2, 2026en

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. The article Meta AI uses a second AI agent as a memory coach to keep long tasks on track appeared first on The Decoder .

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