Rely on occupancy, pressure, and contact sensors that infer patterns without cameras. Tune thresholds to reduce false alarms. Keep data local when possible and purge on schedule. Provide clear dashboards showing what is collected, why it helps, and exactly how to pause it.
Use water sensors beneath sinks and beside tubs, combined with humidity readings that trigger ventilation automatically. Add floor slip alerts or shower occupancy timers when appropriate. Notifications should escalate gently, beginning locally, then reaching caregivers only after respectful delays and explicit, revocable consent.
Share the right information at the right time using role‑based permissions. Provide quick summaries—mobility today, sleep quality, medication reminders acknowledged—without streaming intimate details. Include check‑in buttons, panic options, and audit trails. Most importantly, allow residents to change access at any moment, no explanations required.
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