Model overview
If you consider these releases to be of high quality and they help you in your day-to-day workflow, consider supporting on Ko-fi. Every contribution directly sustains future cloud compute hours and helps support my university studies. 1. APEX MLX Variants 2. Fidelity Verification 3. Quality Spectrum: APEX MLX MiniPlus vs. NanoPlus 4. Model Files & Technical Specifications 5. Surgical Tensor Quantization Map 6. Apple Silicon Unified Memory & Context 7. Recommended Configuration & Setup 8. Recommended Generation Parameters 9. CRITICAL: Coding Syntax & Repeat Penalty Advisory 10. Native Chat Template 11. 7. Community Compute Fund & Student Support > [!WARNING] > ### Known Upstream Long-Generation Limitation > The upstream Qwen3.8-35B-A3B-Distill checkpoint can repeat during very long responses, including after the ` ` block. This behavior originates upstream and is **not specific to the MLX APEX quantization**.
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。