OpenBot
VLAResearch

DreamZero / World Action Models

Research

World-action model framing where future visual states and actions are predicted in an aligned policy model.

Code
Not listed
Weights
Not listed
Checkpoint
Not listed
License
Unverified

Decision summary

Best for

Zero-shot policy behavior

Main blocker

Hardware, latency, dependencies, and checkpoint loading are not pipeline-tested.

Next check

Verify repository and artifact licenses.

Release history

Source-backed release timing for this canonical model record.

Important releases

No source-backed day-level release event is recorded yet. The model remains in the Catalog without an inferred date.

Evidence profile

A visual read of adoption evidence. Scores describe catalog evidence readiness, not task performance.

Published evaluation

1/6

dimensions scored

Unknown evidence remains visible and is never treated as a zero.

Access and governanceNot scoredconf. 20
Artifact availabilityNot scoredconf. 15
Training and loading reproducibilityNot scoredconf. 15
Training data requirements76conf. 70
Evaluation evidenceNot scoredconf. 10
Deployment readinessNot scoredconf. 10

Why these scores

The strongest decision reasons behind the evidence profile.

Top 3 adoption signals

Artifact availability

Unknown

Code and weights are not verified.

· confidence 15

Training and loading reproducibility

Unknown

No verified loading configuration is available.

· confidence 15

Evaluation evidence

Unknown

No structured evaluation evidence has been verified.

· confidence 10

Data requirements

Declared loop-data needs, missing evidence, and the next checks that matter.

5 required categories

Observation / ego video

observation

required

Language intent / task phase

language intent

required

Action / robot state

actions

required

Future state / dynamics

future state

required

Critical gaps

Core categories are represented. Interface alignment and data quality still require verification.

Linked datasets

Signal-level links only. Verify runtime interfaces before use.

Browse datasets
More evidenceShow

Additional data signals

Feedback / correction / failure

feedback/failure

required

Additional decision dimensions

Access and governanceUnknown

License or access terms are not verified.

· c20
Training data requirementsUseful

Required signal categories are structured; exact tensor and action interfaces still need verification.

76 · c70
Deployment readinessUnknown

Hardware, latency, dependencies, and checkpoint loading are not pipeline-tested.

· c10

Artifact facts

release_year
official_claim
2026
curated official source year
model.required_signals
official_claim
observation · actions · future state · language intent · feedback/failure
Official model documentation and curated signal mapping
release_timing
official_claim
2026
Official model project or paper year

OpenBot notes

  • This is the strongest reason to keep Catalog focused on loop traces instead of flat dataset metadata.
  • WAM readiness depends on whether a dataset aligns video dynamics with executable actions.