Model overview
> **Original model:** NaiveAI/Naive-N0.5-Flash by the > NaiveAI Team, MIT License. > This artifact is quantized from the public FP8 release > NaiveAI/Naive-N0.5-Flash-FP8. > It contains **modified weights** (EXL3 trellis quantization); the original model is © its authors. > Tokenizer and chat template are unchanged from the original. > Served by the veloGB10 engine it is listed by `/v1/models` as **`doth4580/Naive-N0.5-Flash-EXL3-3.5bpw`** (the `model_name:` line of > this card); `base_model:` is the original model it was quantized from, not this pack. An **EXL3 (ExLlamaV3 trellis) 3.5 bpw** quantization of **Naive-N0.5-Flash** — 309B parameters, 15.5B active, native 1M-token context. The pack is **~137 GB (~128 GiB) against ~315 GB for the FP8 original**, which is what lets it fit across **two NVIDIA DGX Spark (GB10)** machines. Quantized with the exllamav3 tooling, adapted for this architecture, run on **8×H100** for speed. It is served on two Sparks with the recipe in **sf-stav/Naive-N0.5-Flash-EXL3-2x-DGX-Spark** — see Serving below.
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：mit。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。