Research directions

Research begins with a question.

We examine the relationships between memory, identity and environment. These are research directions, not claims of established results.

Conceptual structure
01

Persistent memory

Research direction

What is worth remembering, and how should memory change?

How can information from conversations and tasks be organized, retrieved, revised and forgotten? We focus on provenance, temporal relationships and conflicting information—not simply a longer context window.

02

AI Twins & personalization

Research & software practice

How can understanding develop over time while remaining controllable?

We explore how identity, preferences, knowledge and decision context support collaboration over time. An AI Twin is a user-controlled personal agent—not a copy of a person or a replacement for their judgment. Agent-Me provides a software implementation for this direction.

03

Embodied interfaces

Exploratory research

How can intelligence engage with the world through sensing and action?

We investigate human-machine interfaces, wearable sensing and robotic interaction as connections between personal intelligence and physical environments. This is exploratory research, not a claim of released hardware or validated robotic capabilities.

04

Digital cultural memory

Experimental R&D

How can we preserve information together with its context?

Our work addresses preservation, organization and retrieval of cultural information. CyberMemoir explores connecting original sources, temporal clues and explanations while making gaps and review status explicit.

Bring a specific question.

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