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. Optimization History & Transparency Notice 2. Independent Benchmark of the APEX-I-MiniPlus Family (Occamy V2 Reference) 3. Empirical Benchmarks & Fidelity Verification 4. Quality Spectrum: APEX-I-MiniPlus V2.1 vs. Standard Flat Quantizations 5. Model Files & Technical Specifications 6. Surgical Tensor Quantization Map (Audited from GGUF) 7. Hardware Throughput & Offload Benchmarks (RTX 30 / 40 / 50 & RAM Streaming) 8. The 24GB Miracle: Full 256K Context Runs In VRAM! 9. Recommended Configuration & Setup 10. Recommended Generation Parameters (Qwen Official) 11. CRITICAL: Coding Syntax & Repeat Penalty Advisory (Preventing Character Swapping) 12. Hardened Agentic Chat Template & Reasoning Effort 13. Optional Support > [!NOTE] > ### 🔓 LOOKING FOR THE UNCENSORED / ZERO-REFUSAL RELEASE? > If your workflow involves red-teaming, penetration testing, systems security research, or unrestricted generation, check out the official sister edition: > 🔗 **Qwen3.6-35B-A3B-MTP-APEX-I-MiniPlus-V2.1-Abliterated-GGUF** — authentic Heretic TPE directional abliteration with zero moralizing refusals, 14.66 GB footprint, dedicated Q8_0 MTP draft head & mmproj vision companions, and empirical 5.4595 WikiText-2 perplexity.
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。