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Stanford HCI seminar describes research on LLM-based physical activity coaching that promotes user agency (non-prescriptive support), elicits qualitative context, stays on-task over long conversations, and uses an RL method for LLM agents to explicitly reason about uncertainty in user goals. This is early-stage academic work; actionable signals are indirect and mostly map to (1) LLM agent/tooling platforms, (2) digital health coaching/wearables ecosystems, and (3) continued demand for LLM infere
Tweet (Mar 10, 2020) shares an article emphasizing COVID-19 and the importance of social distancing, framed as data-driven. Implies heightened pandemic risk, potential mobility restrictions, and shifts toward remote work/healthcare demand with negative impacts to travel/leisure.
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