Model overview
The model weights in this repo are not mine. They are the GSQ-RCO Coder release of Qwen3.8-Flash-Next made by the Deep Algorithms and Systems Lab at ISTA: 256 of the 512 experts in each layer are kept, the rest are removed, and the kept weights are stored at 3.5 bits. The files are copied byte for byte from ISTA-DASLab/Qwen3.8-Flash-Next-GSQ-RCO-Coder-GGUF at revision `5348543e0147355ac9cbcb031184a3546350988e`. The SHA256 of both shards and of the vision projector match their files. See `SHA256SUMS`. If you use these weights, cite the two ISTA-DASLab papers. The BibTeX is at the bottom of this page. My part is the check that the refusal vector I published for the unpruned sizes also works on the pruned model, and the measurements below. The vector is the same 480 KB file as in the repo with the four unpruned sizes, with the same SHA256. For the original card and ISTA's own SWE-bench and LiveCodeBench numbers, go to the ISTA-DASLab repo.
Key features
特点摘要待依据来源补齐，不凭模型名称推断能力。
Limitations & considerations
Sources are insufficient to establish specific limitations. Verify task performance, latency, data policies, licensing and version lifecycle.
Source prices & cost analysis
Prices vary by channel, region and configuration. Channel quotes are listed independently and are not treated as a single official provider price.
| Source / channel | Input | Output | Billing unit | Collected at |
|---|---|---|---|---|
| No verified prices yet. Check the source channel. | ||||
Estimate monthly base token costs
Estimates exclude cache discounts, tiered pricing, multimodal surcharges, web search, taxes and additional reasoning output.
Public benchmarks & run configuration
暂无已采集的可核验公开评分。模型未上榜不代表能力较低。
View full indexed rankings →Frequently asked questions
Do open weights permit free commercial use?
Not necessarily. Check the version license, commercial conditions and usage policies. Self-hosting incurs compute and maintenance costs.
Are these real-time billing prices?
These are timestamped source snapshots, not live billing prices. Check the channel for current versions, regions, discounts and billing methods.
Sources & traceability
许可证：other。模型介绍与第三方评测均以原来源的具体版本和方法为准。