Model comparison · robotics

MolmoAct 2 vs GR00T N1.7 3B

Symmetrical, primary-source facts with unknown values left visible. No winner is assigned without comparable measurements.

FieldAt a glance
Ai2 · activeMolmoAct 2Verified Aug 28, 2026
NVIDIA · activeGR00T N1.7 3BVerified Aug 28, 2026

Technical differences

Side-by-side facts

Indexable
FieldMolmoAct 2GR00T N1.7 3B
DeveloperAi2NVIDIA
FamilyMolmoAct 2Isaac GR00T
ModelMolmoAct 2GR00T N1.7 3B
Version2N1.7
Lifecycleactiveactive
Input modalitiesText, Image, Robot stateText, Image, Robot state
Output modalitiesRobot actionRobot action
Context windowUnknownUnknown
Total parameters50000000003000000000
Active parametersUnknownUnknown
Licenseapache-2.0apache-2.0
Open weightsYesYes
API availableNoNo
Self-hostableYesYes
Capabilitiesaction-reasoning, bimanual-manipulation, depth-reasoning, fine-tuningcross-embodiment, dexterous-manipulation, whole-body-control, fine-tuning
Robotics model typeAction reasoning modelVision-language-action model
Action representationFlow-matching continuous action expertPredictive chunks of relative joint motions
Control architectureMolmo 2-ER backbone with KV-cache bridge and action expertVision-language backbone with action expert
Inference locationFlexibleOn device
Native control rate (Hz)UnknownUnknown
Supported embodimentsSO-100, SO-101, Franka, WidowX, bimanual YAMUnitree G1, AgiBot Genie-1, Fourier GR-1, bimanual manipulation platforms
Training dataOpen bimanual YAM, SO-100/SO-101, DROID, BC-Z, Fractal, Bridge, and prior MolmoAct data described by Ai2.Mixture of real teleoperation, synthetic robot data, and internet-scale video described by NVIDIA.

19 comparable fields · 12 material differences · Editorially curated pair passes the primary-source comparison gate

Primary benchmark evidence

Comparable performance

All benchmark results →
No protocol-matched benchmark yet.Results appear here only when both models share the same benchmark version, metric, evaluation protocol, and evidence class.

MolmoAct 2 capabilities

action-reasoningbimanual-manipulationdepth-reasoningfine-tuning
Input price
Output price
Serving providers0
Canonical IDallenai/MolmoAct2

GR00T N1.7 3B capabilities

cross-embodimentdexterous-manipulationwhole-body-controlfine-tuning
Input price
Output price
Serving providers0
Canonical IDnvidia/GR00T-N1.7-3B

Internal comparison graph

Related comparisons

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Primary evidence

Sources and freshness