Meta gives AI a memory coach to stop repeating mistakes

AI agents often struggle with long tasks because they forget what they already tried. Meta built a memory coach that records these past mistakes in a simple database.
The coach watches the main AI while it works. It only speaks up to offer a reminder when it spots the AI about to repeat a failed step.
This method is already showing results. Tests show that AI systems perform much better on complicated jobs when they have this memory coach helping them.
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