Model overview
HERETIC 1.4.0 MTP APEX MIT Ornith-1.5-35B-A3B-Heretic-MTP-APEX English | 📖 中文文档 Heretic Trial 62 BF16 merge · replaced MTP head · APEX GGUFs + mmproj 🐦 About this release Ornith-1.5-35B-A3B is DeepReinforce's Qwen3.5 MoE agentic coding model. This experimental derivative merges the selected Heretic 1.4.0 Trial 62 LoRA into BF16 weights. The shipped native MTP head is untrained (initializer-like statistics). It is replaced here with the 19-tensor fused BF16 head from shisa-ai/Ornith-1.5-35B-A3B-MTP-ONLY (Qwen3.6 graft + 12K KL distillation). Refusal-modified models can behave differently from the original; evaluate before deployment. License: MIT. 🧠 Model Details Architecture Qwen3.5 MoE, multimodal Parameters 35B total, 3B active per token · 256 experts, 8 active Layers 40 transformer layers + 1 fused MTP layer (19 tensors, Q8_0 in APEX) Context 262,144 tokens License MIT
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。