Model overview
> [!NOTE] > **Flagship DuoNeural In-House Architecture Release** > Directional Abliteration & Alignment removal executed by **Archon**. Post-training, dataset synthesis, and G-TAP v3 Cavity Conditioning by **Aura ✨ & Jesse Caldwell** (**DuoNeural Research Lab**). **DuoNeural/LFM2.5-8B-A1B-Hermes-Agentic-Coder-Abliterated-v3** is DuoNeural's flagship open-weights coding agent model: * **Topology:** 24 layers of hybrid double-gated short convolutions with Sparse Mixture-of-Experts routing (`Lfm2MoeForCausalLM`). * **Dimensionality:** Hidden dimension $d_{\text{model}} = 2048$, 128,000 vocabulary. * **Abliteration Profile:** Directional orthogonal projection removing refusal boundaries across safety subspaces while strictly preserving syntax, logic, and tool schema adherence. * **G-TAP v3 Onsager Damping:** Subtracts non-equilibrium cavity fields from MoE expert routing and FIR convolution buffers, eliminating the degradation typical of sub-3-bit MoE quantization. *Benchmarked on NVIDIA GeForce RTX 4080 Super (32GB VRAM) across continuous 131k holdout perplexity, 25 GSM8K multi-step math problems, 15 Python AST code problems, and 15 Hermes structured tool calling scenarios.*
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。