Model overview
**RED-SNOW 5.3 FLASH** is Blackfrost AI's focused red-team operations model. It is built for authorized offensive-security work: turning an objective into a technically grounded attack path, reasoning across identity, infrastructure, applications, endpoints, cloud, and operational technology, and translating findings into defensive action. This is not a generic assistant with a security prompt layered on top. RED-SNOW combines a GLM-5.3-Flash foundation with targeted security adaptation and Blackfrost's internal post-training release process. The result is intended to operate like a practical red-team partner across discovery, exploitation analysis, adversary emulation, validation, and purple-team handoff. > **Release status:** public, manually gated FP8 deployment weights. Refusal-behavior and RED-SNOW-specific harness evaluations remain pending and will be added when complete.
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。