Unverified50% confidenceFactExact time

Tracking physical outcomes rather than user sentiment fundamentally changed which recommendations the model prioritized

1

Sources

50%

Confidence

Long-term

Relevance

9/29/2026

First Seen

Sources

When Thumbs Up Fails: How Task-Oriented LLMs Can Close the Loop with Physical Outcomes

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