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MOMENTS RESEARCH · 03

Omnimodal Intelligence

Unified understanding across language, vision, audio, video, behavior and real-world context.

IN RESEARCH

Active research agenda

Questions guiding our work

ROLE IN THE MOMENTS LOOP

The perception layer of the Moments Loop, designed to bring heterogeneous signals into one interpretable state.

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

    How can signals from different modalities retain their provenance and timing?

  2. 02

    Which contextual cues materially improve an agent’s next decision?

  3. 03

    How can a system surface ambiguity instead of smoothing it away?

RESEARCH BOUNDARIES

How the work stays grounded.

  • Modality coverage is not presented as universal understanding.
  • Source grounding and uncertainty remain visible to evaluation.
  • Sensitive signals require purpose limitation and permission-aware handling.

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.