Source record

Published by arXiv cs.HC (T1 source). The original is at https://arxiv.org/abs/2609.16344.

Pipeline notes

The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.

A 14-day longitudinal study with 19 participants evaluated PAIR, a theory-based emotion-regulation companion agent, across 1,093 sessions. Guided conversations improved post-interaction valence, and perceived helpfulness increased over time as memory updates and retained corrections enabled cross-session personalization.

A field study of 1,093 sessions showing how a companion agent's helpfulness compounds through memory and corrections — concrete data on what makes sustained agent interactions actually work.

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