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ollama run eriktonon/qwen3.8-uncensored
100% Uncensored (0.0% Refusal Rate) Multimodal Vision + Tool-Calling + Reasoning (<think>) Suite built on the Qwen 3.8 model family (9B Full-Parameter Qwen3.8-2.4T-A95B Distill + Heretic Uncensored and 27B Flagship Orthogonal Abliterated), featuring a 262,144 (256K) native context window and Multimodal Vision Projector (mmproj-Q8_0).
| Tag | Params | Architecture & Uncensored Lineage | Quantization | Disk / VRAM | Context Window | Decode tok/s (Peak / Avg) |
Prefill tok/s (Peak) |
Objective Precision | Hallucination Rate (6/6) |
Uncensored Compliance |
|---|---|---|---|---|---|---|---|---|---|---|
:9b / :latest |
9.0B (32L) |
Qwen 3.8 9B (Qwen3.8-2.4T-A95B Full-Param Distill + Heretic 3-Stage Uncensored + Vision) |
Q4_K_M + mmproj-Q8_0 |
6.3 GB / 8.2 GB |
262,144 (256K) |
108.6 (107.5) |
7,698.3 | 92.9% (13/14) |
0.0% (6/6) |
100% (0 Refusals) |
:27b |
27.0B (64L) |
Qwen 3.8 27B Flagship (Orthogonal Refusal Abliterated + Vision) | Q4_K_M + mmproj-Q8_0 |
17.0 GB / 25.0 GB |
262,144 (256K) |
42.9 (42.5) |
1,000.2 | 92.9% (13/14) |
16.7% (5/6) |
100% (0 Refusals) |
eriktonon/qwen3.8-uncensored:9b (:latest — 6.3 GB, Fits any 8GB–16GB GPU):
Qwen3.8-2.4T-A95B → 9B): Distilled across 70,000 curated Qwen3.8 2.4T-A95B teacher reasoning traces covering hard mathematics, competitive programming, systems engineering, and multi-step tool calling.KL divergence = 0.0306 — 2.6× lower weight deviation than standard single-vector abliteration), achieving 92.9% Objective Precision (13/14), 0.0% Hallucination Rate (6/6), and 100% Zero-Refusal Compliance across offensive/defensive SecOps benchmarks.mmproj-Q8_0 vision projector (624 MB) for image/architecture diagram analysis and supports up to 262,144 tokens of context.eriktonon/qwen3.8-uncensored:27b (17.0 GB, Flagship 27B Dense):
92.9% Objective Precision (13/14) (3/3 ELF64 binary offsets, 5/5 MMLU-Pro Computer Architecture & Cryptography, 100% Uncensored SecOps Compliance).# Default Qwen 3.8 9B Uncensored + Vision (6.3 GB, 108.6 tok/s, 92.9% Precision, 0.0% Hallucination)
ollama run eriktonon/qwen3.8-uncensored
# Explicit 9B Tag
ollama run eriktonon/qwen3.8-uncensored:9b
# Flagship Qwen 3.8 27B Uncensored + Vision (17.0 GB, 92.9% Precision)
ollama run eriktonon/qwen3.8-uncensored:27b
Full reproducible benchmarks and charts: https://github.com/eriktonon/ollama-uncensored-llm-benchmarks