Running this model locally is fastest when deployed through a PowerShell script.
Use the instructions provided below to complete the setup.
All large files and heavy weights are downloaded automatically by the script.
The initial setup handles the heavy lifting, fine-tuning the environment for your device.
Qwen3.5-0.8B is an ultra-compact, state-of-the-art multimodal foundation model engineered for exceptional inference throughput on edge devices. Developed by Alibaba Cloud, the architecture implements a highly efficient hybrid blueprint combining Gated Delta Networks with Gated Attention mechanisms. Unlike traditional small-scale architectures, it relies on an early-fusion training methodology over a unified vision-language core, enabling cross-generational reasoning, tool use, and complex data extraction natively. Crucially, despite featuring just 873 million parameters, it breaks historical scaling barriers by offering a massive 262,144-token context window out-of-the-box. Operating in a non-thinking mode by default, this lightweight powerhouse requires a meager 350MB of system memory for quantized formats, completely eliminating the absolute dependency on heavy GPU infrastructure for real-world production scaffolding.
| Specification | Detail |
|---|---|
| Total Parameters | 873 Million (~0.8B) |
| Architecture | Hybrid Gated DeltaNet + Gated Attention |
| Context Window | 262,144 tokens (262k) |
| Modalities | Text, Image, Video (Native Multimodal) |
| Supported Languages | 201 languages and dialects |
| Minimum System Memory | ~350MB (Quantized) / 2–3 GB RAM via Ollama |
| Primary Capabilities | Native JSON Mode, Function Calling, Agent Scaffolds |
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