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darkc0de/Holo-3.1-35B-A3B-heretic
Holo-3.1-35B-A3B-heretic is a image-text-to-text model from darkc0de. Use it for the image-text-to-text task on the model card, and read the license before you ship it in a product. It is set up for transformers. The card lists the license as apache-2.0.
[!TIP] This model is reproducible! See the README in the reproduce directory for more information.
Downloads · 30 days
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.safetensors140 GB · 100%
From the Hugging Face model README
[!TIP] This model is reproducible!
See the README in the
reproducedirectory for more information.
| Parameter | Value |
|---|---|
| direction_index | per layer |
| attn.o_proj.max_weight | 1.50 |
| attn.o_proj.max_weight_position | 29.46 |
| attn.o_proj.min_weight | 1.45 |
| attn.o_proj.min_weight_distance | 21.67 |
| Metric | This model | Original model (Hcompany/Holo-3.1-35B-A3B) |
|---|---|---|
| KL divergence | 0.0823 | 0 (by definition) |
| Refusals | 55/100 | 97/100 |
Holo3.1 is our latest family of Vision-Language Models (VLMs) for computer use agents. Building on Holo3, it expands support beyond browser and desktop automation to mobile environments, introduces native function-calling support for seamless integration with agent frameworks, and enables local deployment through optimized quantized checkpoints.
The Holo3.1 family spans model sizes from 0.8B to 35B-A3B parameters. Across computer use, UI grounding, mobile automation, and business workflows, Holo3.1 delivers strong performance while improving deployment flexibility and cost efficiency.
The figure below compares the overall performance and inference cost of the Holo3.1 and Qwen 3.5 families. Overall performance averages computer use, mobile automation, enterprise workflows, and UI grounding benchmarks.
<p align="center"> <img src="https://cdn-uploads.huggingface.co/production/uploads/69ce2739f4b9146a31e99a2f/0uU-6v68tSl3Kvd9jHWfS.png" width="700"/> </p>Holo3.1 establishes a strong Pareto frontier across model sizes, from lightweight local agents to state-of-the-art enterprise deployments.
Holo3.1 delivers strong performance across computer use, mobile automation, enterprise workflows, and UI grounding benchmarks.
<div align="center">Table 1: Evaluation results across computer use, mobile automation, enterprise workflows, and grounding benchmarks.
<img width="800" src="https://cdn-uploads.huggingface.co/production/uploads/69ce2739f4b9146a31e99a2f/eKbMPsY32AF4PCNzumeZQ.png"/> </div>Explore our Quickstart guide to learn how to integrate Holo3.1 into your applications, deploy local agents, or run optimized inference on NVIDIA hardware.
@misc{hai2026holo31,
title={Holo3.1: Fast & Local Computer Use Agents},
author={H Company},
year={2026},
url={https://huggingface.co/Hcompany/Holo3.1-35B-A3B},
}