A co-creation process for inferring and refining personal strivings from computer activity logs yields more representative goals and higher user agency than baselines in a 14-person week-long study.
Title resolution pending
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
years
2026 2verdicts
UNVERDICTED 2representative citing papers
FOCAL cuts token use by 60% and VLM calls by 72% on desktop streams while raising key recall from 0.38 to 0.61 and staying robust to task switches that break baselines.
citing papers explorer
-
"What Are You Really Trying to Do?": Co-Creating Life Goals from Everyday Computer Use
A co-creation process for inferring and refining personal strivings from computer activity logs yields more representative goals and higher user agency than baselines in a 14-person week-long study.
-
FOCAL: Filtered On-device Continuous Activity Logging for Efficient Personal Desktop Summarization
FOCAL cuts token use by 60% and VLM calls by 72% on desktop streams while raising key recall from 0.38 to 0.61 and staying robust to task switches that break baselines.