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Rhythms of Work: Multi-Scale Interpretation of Human Behavioral Traces for Workplace Agents

arXiv · AI, language, vision and robotics · article · Sep 3, 2026 · UTC

Runtime traces are becoming a central substrate for understanding agentic systems, yet interpretation has focused largely on what the agent did. Workplace agents face the complementary problem: interpreting the human activity that surrounds them. Hours of low-level events carry rich evidence about a user's state but are too granular to reason over directly, and flattening them into one stream or compressing them into a single embedding both treat "summarize the user's behavior" as if it had one correct answer. We argue instead that behavioral interpretation is resolution-dependent: the same tr

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