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MOMENTS RESEARCH · 02

Agentic World Models

Internal models that represent state, predict outcomes, simulate alternatives and support closed-loop action.

IN RESEARCH

Active research agenda

Questions guiding our work

ROLE IN THE MOMENTS LOOP

The system core that connects perception to action by maintaining a grounded, revisable model of people, tasks and environments.

CONTEXT

Text · Image · Audio · Video · Behavior

  1. 01Perceive
  2. 02Model
  3. 03Plan & Act
  4. 04Assess
  5. 05Evolve
EVIDENCE

Outcomes · Capability · Uncertainty · Safety

OPEN QUESTIONS

What we are trying to understand.

  1. 01

    What state must an agent retain to act coherently across long horizons?

  2. 02

    How can a model express uncertainty when evidence is incomplete or changes over time?

  3. 03

    How should predicted outcomes be compared before an action reaches the world?

RESEARCH BOUNDARIES

How the work stays grounded.

  • Internal models are working representations, not claims of complete world understanding.
  • Prediction should preserve uncertainty and evidence lineage.
  • High-impact actions require appropriate evaluation and oversight.

PUBLIC RECORD

Methods, results and lessons from the work.

Our research notes will explain what we explored, what the evidence shows and what remains open.

No publications yet

Explore the research questions above while we prepare work to share.