Technology should serve human goals
We develop systems that help people configure and integrate AI and smart devices around purpose, well-being, privacy, and security.
The owner should define what technology optimizes
Cybernetics is the study of communication, control, and feedback. We apply that perspective to the relationship between people and their devices.
Design principles
Built around agency, not engagement
Direct technology toward chosen goals
Begin with human intent, then use feedback and automation to make purposeful action easier.
Work across systems
Coordinate devices and services from different providers instead of being locked into one ecosystem.
Preserve meaningful control
Treat privacy, security, and owner agency as operating requirements and not afterthoughts.
Keep people in the loop
Combine software with relationships wherever trust, judgment, and community matter.
Current educational initiative
D1 Academics
D1 Academics is our educational project with a mission to help develop the next generation of AI and STEM researchers and entrepreneurs.
Current prototype
D1 Browser
D1 Browser is the user-facing experience created by augmenting a standard desktop browser with the D1 Extension. The current pre-commercial prototype helps a parent configure learning activities, credits, and bounded entertainment for one child.
Planned R&D
Future work will investigate goal-aware guidance, mediated AI tutoring, synchronization, and broader device governance. These capabilities are not part of the current prototype.
Work with us
Let's build technology that stays accountable to people
If you're working in research, education, commercialization, or funding and share that direction, we'd like to hear from you.
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