Talos Ventures — Elder Safety
A home safety agent that monitors elderly residents, detects hazards, and keeps families informed — without cameras in bedrooms or expensive monitoring subscriptions.
The Challenge
The fastest growing demographic in Canada and across the developed world is adults over 65 who want to remain in their own homes. Their families want them to stay independent — but worry constantly about the risks of living alone.
Existing solutions force a difficult choice: intrusive camera systems that feel like surveillance, expensive professional monitoring services, or care facilities that eliminate independence entirely.
The Agentic Elder Care system offers a fourth option — an intelligent home agent that monitors for real hazards, alerts families when intervention is needed, and otherwise stays completely invisible to the person being protected.
The Approach
The Talos Elder Care Agent uses environmental sensors — not cameras in living spaces — to build a real-time picture of what is happening in the home. It learns what normal looks like for that specific person and flags meaningful deviations.
Stove left on for four hours? Alert. No movement detected for an unusual period? Alert. Front door opened at 3am? Alert. Medication reminder missed? Alert. Everything else — silence. Families receive information only when it matters.
All data is stored locally. Nothing is sent to the cloud. The family controls access. The system is designed to protect dignity as well as safety.
System Architecture
Agentic Elder Care — Sensor Input / Agent Decision / Family Output
What Gets Monitored
The agent monitors for the specific hazards that are most common and most dangerous for people living independently at home — particularly those experiencing early cognitive decline.
Heat sensor detects unattended cooking appliances. Agent alerts family and can trigger automatic shutoff after configurable timeout.
If no movement is detected across the home for an unusual period, the agent escalates alerts — a potential fall or medical event indicator.
Smart medication dispenser integration confirms doses taken. Missed doses trigger reminders to the resident and notifications to family.
Unusual movement patterns during sleep hours — a common early sign of dementia — are flagged to family without disturbing the resident.
Unexpected exits — particularly late at night — are immediately flagged. The agent distinguishes between normal and anomalous patterns.
Wearable panic button provides immediate escalation. The agent coordinates the alert with location context and recent activity data.
The agent learns daily patterns — meal times, bathroom visits, sleep schedule. Significant deviations from baseline are flagged proactively.
Optional integration with smoke, CO, and flood detectors. The agent correlates environmental events with resident activity for context.
Design Philosophy
No cameras in bedrooms, bathrooms, or private spaces. The system uses environmental sensors — not surveillance — to build a picture of safety. The person being monitored should never feel watched.
The agent filters aggressively. Families receive alerts only when something genuinely requires attention. A daily wellness summary replaces constant anxiety with calm, structured information.
All monitoring data is stored locally on hardware in the residence. No cloud subscription, no third-party access, no data breach risk. The family owns the data — completely and permanently.
For Families
The family dashboard provides a calm, structured view of their loved one's safety — designed to inform without alarming, and to support without intruding.
A morning report showing overnight activity, sleep pattern, morning routine completion, and any flagged events from the previous 24 hours.
Immediate push notifications for urgent events — with context. Not just "motion detected" but "no movement in kitchen for 6 hours, last seen in living room at 9am."
Week-over-week patterns in activity, sleep, and routine adherence. Early indicators of cognitive or physical decline often appear in patterns before discrete events.
Family members can check current home status at any time — is mum up? Has she eaten? Did she take her medication? — without calling and without intruding.
For the Resident
From the resident's perspective, the system is almost invisible. There are no screens to interact with, no apps to learn, no cameras watching.
The only visible components are the medication dispenser, a simple wearable button, and optional voice check-in capability. Everything else operates silently in the background.
The stove shutoff is the one active intervention — and it is framed as a smart home feature, not a monitoring system. The resident retains full control of their home environment.
The goal is that the person being protected never feels monitored, never feels their independence has been diminished, and never feels that their privacy has been invaded. Safety and dignity are not in conflict — they are both design requirements.
System Capabilities
All analysis runs on a local hub device. No internet connection required for core monitoring functions. System operates even during connectivity outages.
The agent spends its first two weeks learning what normal looks like for this specific person — not a generic template. Alerts are calibrated to individual patterns.
Automated dispenser with confirmation sensing. Missed dose alerts escalate through configurable channels — reminder, family notification, carer contact.
Smart plug integration allows the agent to monitor and control stove, oven, and other high-risk appliances. Automatic shutoff with configurable timeout and override.
Multiple family members can access the dashboard with configurable permission levels. The primary contact receives all alerts; others see the wellness summary.
Home care workers can be given time-limited dashboard access during visits. Visit confirmation and duration logging provides families with carer oversight.
Get Involved
We are seeking pilot deployment families and early-stage investors for the Agentic Elder Care system. If you have a family member living independently, or are interested in the elder care technology market, we want to hear from you.