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Research / 01—04

Research for AI that lives in context.

We publish working hypotheses and engineering artifacts with clear evidence labels, limitations, and references.

01
Research hypothesis

Human World Models

A research hypothesis for AI that maintains a revisable model of people, situations, relationships, and possible consequences over time.

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02
Engineering prototype

Proactive Presence

An engineering prototype exploring how AI can stay available without turning continuous sensing into continuous interruption.

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03
Engineering prototype

Controllable Intervention

A control architecture that keeps model-generated suggestions behind a fast, interruptible policy layer.

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04
Research hypothesis

Relationship Memory

A research hypothesis for memory that preserves useful continuity without turning every interaction into a permanent record.

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