😈 Uncensored Qwen3.6-35B (A3B MoE) Medic for Ollama, powered by #16HEX Matrix. Rust 1.98.0 Native Vision for medical imaging, radiology, emergency triage, laboratory diagnostics and clinical AI. 🚀

🩺 Qwen3.6-35B-A3B • Nightshift Heretic Medic

Multimodal Vision Mixture-of-Experts Active 3B / 35B Parameters • 256 Experts • #16HEX Matrix Engine

ollama run jikepjikep_16HEX/qwen3.6-35b-nightshift-heretic-uncensored-medic-a3b-moe-q4:latest


## ⚡ Architecture Specification

| **Parameter**          | **Value**                                               |
| ---------------------- | ------------------------------------------------------- |
| **Base Architecture**  | Qwen 3.6 35B A3B Mixture-of-Experts (MoE)               |
| **Number of Experts**  | **256**                                                 |
| **Active Parameters**  | **~3B per token**                                       |
| **Weight Format**      | GGUF Q4 • optimized for Ollama                          |
| **Primary Modality**   | Native Text + Vision                                    |
| **Context Window**     | **32,768** • scalable to 256K                           |
| **Base Checkpoint**    | `Qwen3.6-35B-A3B-Uncensored-HauhauCS-Aggressive`        |
| **Logical Discipline** | Zero-Refusal / Sovereign Signal Analysis (*Nightshift*) |

## ⚙️ Optimal Sampler Configuration

**16 HEX Engine — sampling profile:**

```text id="k4j0dr"
temperature  : 0.2
top_k        : 16
top_p        : 0.95
num_ctx      : 32768
num_predict  : 8192
stop_tokens  : "<|im_end|>", "<turn|>"

Goal: Reduce generative noise and provide a more controlled response profile.

👁️ Vision Modality & Medical Imaging

The model supports multimodal workflows involving:

🩻 Radiology & Medical Imaging — preliminary inspection of X-rays, computed tomography (CT) and magnetic resonance imaging (MRI).
📡 Ultrasound (USG) — analysis of potential soft-tissue and flow abnormalities.
📸 Clinical & Macro Photography — analysis of skin changes, injuries and the geometry of surface trauma.
📄 Medical Documentation & OCR — extraction of information from laboratory printouts, blood-gas reports and patient records.
📈 Signals & Biometrics — analysis of ECG charts, vital-sign trends and medical-device diagrams.

🩺 Structured Triage & Hypothesis Discipline

🔍 Signal-to-Noise Separation — identification of image-acquisition artifacts and differentiation from structural features.
📋 Differential Hypotheses — formulation of direct analytical conclusions based on available information.
🚦 Priority Classification — categorization into discrete levels: STAT / PRIORITY / OBSERVATION.

🛡️ Autonomy & Operator Role

Sovereignty Principle: This model is an experimental AI system for image-analysis support and AI research. Final decisions, verification and responsibility remain with the human operator.

💻 Hardware Requirements & Inference

Environment	Requirements	Characteristics
Full GPU Offload	~22–24 GB VRAM	Full generation performance using the active 3B MoE configuration
CPU/GPU Hybrid	16 GB VRAM + 16 GB RAM	Partial layer offloading
Runtimes	Ollama • llama.cpp • Unsloth Studio • vLLM	GGUF + `mmproj` projectors

🔒 Privacy & Data Security

All operations, high-resolution image processing and laboratory-document analysis are performed locally on your hardware, without requiring data to be sent to a cloud-based API.

🔑 Keywords

Qwen 3.6 • 35B MoE • A3B • 256 Experts • Medical Vision • Medical Imaging • Radiology AI • X-Ray AI • CT AI • MRI AI • Ultrasound AI • OCR • Triage • Uncensored • Local AI • GGUF • Ollama • 16HEX Matrix

😎 16 HEX MATRIX 😈

If the Nightshift Heretic 😈 models are useful to you and you would like to support 16 HEX Matrix / Eastern IT School, you can buy me a coffee with Monero (XMR).

🟣 Monero (XMR)

Network: Mainnet

XMR Address:

44DffaT4GKhWDSRxP1FCPfYJbvUXqciDbgMYxnTnNif9Pm5qP4haCmHh8ePEXxQCQRLKNhhnqW8FgDV9UNah7z5CGcBCBQd

Copy the address above and paste it into your Monero wallet.

🪙 New to Monero?

Official Monero resources:

Official Monero Downloads: https://www.getmonero.org/downloads/

Monero Documentation: https://docs.getmonero.org/

XMR exchange services:

FixedFloat: https://ff.io/

ChangeNOW: https://changenow.io/

⚡ SIMPLE FLOW

Get XMR → Copy the address → Send XMR → Support local AI development.

Your support helps fund the development, testing, hardware and maintenance of the 16 HEX Matrix / Eastern IT School Nightshift Heretic 😈 local AI model series.

Thank you for supporting independent local AI development. 🧠⚡

#MedicalAI #MedicalVision #Radiology #MedicalImaging #EmergencyTriage #ClinicalAI #Qwen35B #Qwen3 #MoE #VisionAI #Ollama #GGUF #LocalAI #MultimodalAI #16HEX