Model overview
A **workload-calibrated mixed-precision** quantization of deepseek-ai/DeepSeek-V4.1-Flash-1017 (763.2B-parameter MoE — the largest DeepSeek V4.1 Flash variant), built for the **strata** engine (Xolotl fork). Every routed-expert projection is assigned its own precision tier (Q3_K / Q2_0 / ternary) from activation calibration on an agentic + coding corpus, so the artifact lands at a fixed **153 GiB** budget while keeping the sensitive experts at higher precision and pushing the least-sensitive ones to ternary (which strata runs on CPU). It is **not** a standard llama.cpp GGUF: the per-expert tier map, the engram memory layers, the expert `rank.bin`, and the DSpark speculative sidecar are all strata-specific. See Engines below. **All credit for the model itself goes to the authors below** — this artifact is a quantization of their work, with no fine-tuning of our own:
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。