Research hypothesis
Read research noteHuman World Models
A research hypothesis for AI that maintains a revisable model of people, situations, relationships, and possible consequences over time.
Align Human Intelligence / Research laboratory
Intelligence aligned with human life.
A human world model for AI that tracks uncertainty, respects interruption, and remains under human control.
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Human world model
Beyond fluent responses, toward situated understanding.
The next useful step for AI is not simply to speak more. It is to maintain a revisable understanding of people, context, and consequences.
Our work treats observable signals, interpretation, policy, and expression as separate layers so each can be inspected, tested, and corrected.
Evidence ledger
Evidence, not theatre.
Every research note states its level of evidence. Hypotheses remain hypotheses; engineering prototypes do not stand in for user validation.
Engineering prototype
Read research noteProactive Presence
An engineering prototype exploring how AI can stay available without turning continuous sensing into continuous interruption.
Engineering prototype
Read research noteControllable Intervention
A control architecture that keeps model-generated suggestions behind a fast, interruptible policy layer.
Research hypothesis
Read research noteRelationship Memory
A research hypothesis for memory that preserves useful continuity without turning every interaction into a permanent record.
System architecture
People retain the right to interrupt at any time.
Perception and slow reasoning can propose actions. A small, interruptible policy layer decides whether the system listens, waits, asks, helps, or stops.
01Perception
02Fusion
03Emotion Control
04Slow reasoning
05Mind-Palace Memory
06Real-time Interaction
Control returns to people at every step
Operating principles
Research principles are product requirements.
Observe without diagnosing
Signals remain signals until evidence supports more. The system communicates uncertainty instead of claiming access to inner states.
Silence is a valid action
Proactive systems must wait for the right moment to speak. Waiting and cancellation are first-class behaviors.
Control remains clear
People can see when sensing is active, interrupt expression, correct memory, and end the session.
Partnership
Start a conversationWe are looking for partners who care how AI enters human life.
AHI welcomes conversations with investors, incubators, research institutions, model teams, and embodied-computing partners.