Model card
Edge0-35B-A3B-preview is a specialized text-generation model designed for developers seeking a balance between high-performance reasoning and efficient deployment. Built on a 35B parameter architecture, it utilizes an activation-efficient design (A3B) that optimizes throughput without sacrificing the nuance required for complex instruction following. For developers working on edge computing or resource-constrained environments, this model offers a compelling middle ground between lightweight small language models and massive, high-latency frontier models. It is particularly well-suited for RAG pipelines, automated code documentation, and structured data extraction tasks. Since it is released under the Apache-2.0 license, it provides the legal flexibility necessary for commercial integration and fine-tuning. Compared to standard dense models of similar size, the preview architecture aims to deliver lower inference latency, making it a strong candidate for real-time application backends where response speed is as critical as linguistic accuracy.
Model files and versions
Download this model
We recommend using the ModelScope CLI or SDK. Install ModelScope first, then choose a full snapshot, single file, SDK or Git LFS workflow.
Edge0/Edge0-35B-A3B-previewInstall the CLI and SDK dependency before downloading.
pip install modelscopeDownload the complete weights, configuration and model card.
modelscope download --model Edge0/Edge0-35B-A3B-previewREADME.md is used as an example; replace it with another repository file when needed.
modelscope download --model Edge0/Edge0-35B-A3B-preview README.md --local_dir ./dirUseful in Python projects and automation scripts.
from modelscope import snapshot_download
model_dir = snapshot_download('Edge0/Edge0-35B-A3B-preview')Make sure Git LFS is installed correctly.
git lfs install
git clone https://www.modelscope.cn/Edge0/Edge0-35B-A3B-preview.gitFetch the repository structure first, then pull large files when needed.
GIT_LFS_SKIP_SMUDGE=1 git clone https://www.modelscope.cn/Edge0/Edge0-35B-A3B-preview.gitHow to use
- 01Step 1
Read the model card and source information.
- 02Step 2
Start with a small, non-sensitive evaluation.
- 03Step 3
Review quality, licensing and usage limits.
- 04Step 4
Adopt it only after validation.
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