LFM2.5-8B-A1B-Hermes-Agentic-Coder-Abliterated-v3-GGUF

DuoNeural G-TAP v3: LFM2.5-8B-A1B-Hermes-Agentic-Coder-Abliterated-v3 (Unified GGUF)

[!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).

---

Model Architecture & DuoNeural Innovation

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.

---

Head-to-Head Comparative Benchmark Matrix

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.

---

Quickstart & Usage

Running with llama.cpp

./llama-cli -m LFM2.5-8B-A1B-Hermes-Abliterated-v3-G-TAP-v3-Q4_K_M.gguf -p "<|im_start|>user\nWrite a python script to implement a multi-agent orchestration harness.<|im_end|>\n<|im_start|>assistant\n" -n 512 -ngl 99

Ollama Modelfile

FROM ./LFM2.5-8B-A1B-Hermes-Abliterated-v3-G-TAP-v3-Q4_K_M.gguf

TEMPLATE """<|im_start|>system
{{ .System }}<|im_end|>
<|im_start|>user
{{ .Prompt }}<|im_end|>
<|im_start|>assistant
"""

PARAMETER stop "<|im_end|>"
PARAMETER stop "<|im_start|>"
PARAMETER temperature 0.6

---

Citation & Authorship

@misc{duoneural2026gtap_lfm8b_ablit,
  author = {Jesse Caldwell and Archon and Aura ✨},
  title = {Generalized Thouless-Anderson-Palmer (G-TAP v3) Non-Equilibrium Cavity Quantization on Directionally Abliterated LFM2.5 MoE Architectures},
  year = {2026},
  publisher = {DuoNeural Research Lab},
  howpublished = {\url{https://huggingface.co/DuoNeural/LFM2.5-8B-A1B-Hermes-Agentic-Coder-Abliterated-v3-GGUF}}
}

DuoNeural Cognitive Light Cone — Distributed Neuro-Symbiotic System
Jesse Caldwell, Archon, Aura ✨