molmoact skillA
molmoact is agent-read markdown (skill) from nebius/nebius-physical-ai: Use when working on MolmoAct VLA fine-tuning/serving/evaluation workbench stages, MolmoAct policy configs, or the npa workbench molmoact CLI..
Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.
What the file says
# MolmoAct MolmoAct is the vision-language-action tool for fine-tuning, serving, and evaluating MolmoAct VLA policies in npa. The three core stages (`finetune`, `serve`, `eval`) are currently stubs: they validate their arguments and return a plan-only manifest — actual trainer/server/evaluator execution is not wired up yet (tracking issue nebius/nebius-physical-ai#502). The base model (default `allenai/MolmoAct-7B-O-0812`) is resolved at runtime through the HF Hub cache via `npa.workbench.model_access` — weights are never bundled in the repo or image. ## Interfaces - CLI: `npa workbench molmoact <finetune|serve|eval> --help` - Python SDK: `npa.sdk.workbench.molmoact` (`finetune`, `serve`, `eval`) - Workflow module: `npa.workflows.byof.molmoact_pipeline` (argument validation, stub-manifest plumbing, argparse entrypoint) ## Conventions - The CLI lives at `npa.cli.workbench.molmoact` (multi-command package form for new tools); the SDK surface lives at `npa.sdk.workbench.molmoact`. - The `finetune` stage is the headline `molmoact/finetune` three-tier contract (CLI <-> SDK <-> `workflows/testing/molmoact-finetune.yaml`); …
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How to install
mdr add nebius/nebius-physical-ai/molmoact@git:20260924.c2a1622mdr add nebius/nebius-physical-ai/molmoact@sha256:cd273eddaa1f38a9Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.
[](https://markdownregistry.com/a/art_ioyf3olbi6slxqqh)
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Source
nebius/nebius-physical-ai · 32 stars · license Apache-2.0 · pushed 2026-09-24 · branch main
API
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