lingbot-vla-v2
Robbyant
From Foundation to Application
VLA training
Verify weight files, sizes, format, and loading instructions.
A model hub link is a declaration. Files, loadability, evaluation, and deployment are scored separately.
Model decision scorecard
Use-case scores and evidence confidence are separate; Unknown is not treated as failure.
Access and governance
UsefulAccess and license are declared by the source.
Artifact availability
UnknownCode and weights are not verified.
Training and loading reproducibility
UnknownNo verified loading configuration is available.
Training data requirements
UnknownTraining data requirements are not structured enough for reliable dataset matching.
Evaluation evidence
UnknownNo structured evaluation evidence has been verified.
Deployment readiness
UnknownHardware, latency, dependencies, and checkpoint loading are not pipeline-tested.
Artifact facts and provenance
availabilitymetadata_verifiedopen
repository metadata
licensemetadata_verifiedApache-2.0
repository metadata: license
Loop signal demand
Signals this model family needs for training, evaluation, or failure mining.
Observation / ego video
Needs visual observations or other state streams before this model direction is actionable.
Language intent / task phase
Needs task intent, instructions, keysteps, or phase labels to connect behavior to goals.
Action / robot state
Needs executable actions, robot state, hand pose, or trajectory supervision.
Future state / dynamics
Needs future-state supervision or rollout structure to validate predictive dynamics.
Feedback / correction / failure
Needs success, failure, correction, or recovery signals to turn evaluation into better data.
Sim-real / embodiment metadata
Needs embodiment, calibration, or sim-real pairing metadata for transfer analysis.
Evaluation focus
Missing critical loop signals
- Observation / ego videoNeeds visual observations or other state streams before this model direction is actionable.
- Language intent / task phaseNeeds task intent, instructions, keysteps, or phase labels to connect behavior to goals.
- Action / robot stateNeeds executable actions, robot state, hand pose, or trajectory supervision.