Model overview
Cloudflare's Clef-Flash for typed decisions about text or images on a CPU or a small GPU. It answers typed questions with a probability for each answer, in one pass. This is a decision model: send typed questions to llama-server's `/v1/systemone` endpoint, not to chat. Needs llama.cpp from 9 October 2026 or newer. Tested at commit `1e6f04a`, and the Artemis IQ4_XS and Artemis IQ3_XXS files also on release `b11572` (12 October 2026), which gave identical answers on a 100-decision check. Tested on an Apple M3 Max (36 GB) with llama.cpp Metal (`b11617`): every file here loads and answers with the command above.
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：apache-2.0。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。