Introducing Holo4

Publications

Papers, open models, datasets, and engineering notes from the Research Lab.

Everything the lab has published, with the primary artifact attached: arXiv for papers, Hugging Face for weights and benchmarks, and the blog for the systems work behind them.

Research library

Filter by type or research area. Every entry links to its primary artifact.

Type

Research area

9 of 18 entries

Holo4

2026 · Open model · Apache 2.0 (35B-A3B), research only (27B)

Action models at 27B dense and 35B-A3B that click, code, and call tools across desktop, web, and mobile, in BF16, FP8, NVFP4, and GGUF.

Agents and actionLong-horizon controlVisual grounding

NeoMME

2026 · Open model · Apache 2.0

Multimodal encoders and retrievers for long-context document understanding, released at 260M and 800M parameters with dense and late interaction retriever variants.

Multimodal retrieval

Booting fast and slow

2026 · Engineering note

How the infrastructure team traced and cut the startup time of the agent runtime, from model loading to warmup.

Training infrastructure

VRAM ghost busting

2026 · Engineering note

Finding and reclaiming GPU memory that stays allocated after a job ends, and the tooling built to catch it in production.

Training infrastructure

DragOn: a drag-grounding benchmark and training dataset for GUI agents

2026 · Dataset and benchmark · Apache 2.0

Screenshots paired with an instruction and start and end bounding boxes, so models can be trained and measured on drag and drop, an action most grounding datasets leave out.

Evaluation and dataVisual grounding

Holo3.1

2026 · Open model · Apache 2.0

Open-weight action models at 0.8B, 4B, 9B, and 35B-A3B, with quantized checkpoints for local and single-GPU deployment.

Visual groundingAgents and action

Holotron 3 Nano

2026 · Open model · NVIDIA Open Model License

A computer-use model trained on NVIDIA's Nemotron 3 Nano Omni backbone, part of H's work on efficient open backbones.

Agents and actionVisual grounding

Holo3

2026 · Open model · Apache 2.0

The third generation of Holo action models, trained for grounding and multi-step control on web and desktop interfaces.

Visual groundingAgents and actionLong-horizon control

Unlocking online RL with SkyPilot

2026 · Engineering note

The cluster orchestration behind online reinforcement learning runs, where training and rollout environments have to scale together.

Training infrastructureLong-horizon control