Flagship case study

Luka Bear

Technology that stays present when you can't be.

From one family's caregiving need to an AI-enabled assistive-technology platform.

Luka Bear displayed in a home caregiving environment

01 - The challenge

Caregiving does not stop at the end of the workday.

Nighttime confusion, sundowning, repetitive questions, isolation, missed routines, and caregiver exhaustion create a need for support that is calm, familiar, and continuously available.

02 - The origin

Built first for one person.

I built the first Luka Bear for my father, who lives with Alzheimer's disease. The original goal was simple: answer his questions, provide familiar reassurance, support daily routines, and remain available during the night.

Platform architecture

Four connected layers

The platform links resident experience, personalization, caregiver action, and implementation evidence.

01

Resident interaction layer

  • Voice
  • Touchscreen
  • Family photographs
  • Music
  • Cognitive activities
  • Reminders
02

AI and personalization layer

  • Biography-based memory
  • Individual preferences
  • Resident profiles
  • Dynamic updates
  • Personalized routines
03

Caregiver layer

  • Remote reminders
  • Messages
  • Activities
  • Check-ins
  • Configuration
  • Activity records
04

Administration and evidence layer

  • Secure portal
  • Activity records
  • Outcomes documentation
  • Reimbursement readiness
Luka Bear Premier device
Luka Bear Premier product configuration
Luka caregiver application live dock
Caregiver tools connected to Luka Bear

Connected experience

The device and caregiver tools work as one system.

Resident interactions are supported by authorized caregiver configuration, communications, family media, reminders, and activity records.

Key capabilities

Designed around caregiving situations

Personalized companionship

Biography-informed conversation, familiar topics, family information, preferences, and routines.

Cognitive and wellness engagement

Games, orientation, reminiscence, music, guided routines, and general-wellness activities.

Multi-resident architecture

Independent resident profiles designed for shared household and care-community environments.

Caregiver Companion App

Authorized remote interaction, reminders, engagement activities, communication, and configuration.

Cognitive Guardian

Caregiver-configurable evening and overnight support routines for reassurance and escalation.

Family connection

Photos, voice messages, video communication, and authorized family-voice features.

Privacy-configurable operation

Video-free, consent-video, and fuller private-pay configurations depending on the environment.

Outcomes preparation

Activity records, caregiver feedback, implementation documentation, and evidence-building workflows.

Development journey

From personal prototype to deployment platform

Stage 1

Personal prototype

Built for Eduard's father.

Stage 2

Core conversational system

Voice interaction, personalized data, reminders, music, and family information.

Stage 3

Cognitive and caregiver tools

Activities, caregiver communications, remote access, and alerts.

Stage 4

Multi-resident platform

Independent profiles, voice switching, facility-use design, and administrative controls.

Stage 5

Compliance and reimbursement readiness

Privacy documentation, consent models, technical portfolio, HCBS positioning, and evidence infrastructure.

Stage 6

Real-world deployment

Home and care-community use, onboarding, support, trials, and ongoing improvement.

Results and evidence

Improved through continued real use

  • Long-term use by the founder's father
  • Home deployments
  • Care-community implementation
  • Caregiver and provider feedback
  • Continued feature improvement based on use
  • Documented activity and outcomes framework

Selected collaboration

Technology should solve a real problem, not merely demonstrate a feature.

I welcome conversations about AI-enabled care, assistive technology, caregiver tools, secure web products, pilots, and person-centered services.