nehuronion-dvt/nehuronion-dvt-9b

🧠 Nehuronion-DVT: The AI that thinks in Math and speaks in Neurodivergent (High/Low Latam)

"Your brain isn't broken. It runs a different OS. Nehuronion is the Patch."

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🎯 What does it solve? (The Real Problem)

Standard AIs (GPT, Claude, Gemini, Llama-base) fail miserably with neurodivergent minds:

• 🗣️ Neurotypical Language: Performative "empathy", generic advice ("make a list", "take a deep breath"), structured social moralizing.
• 🧩 ND Context Blindness: Zero understanding of Task Paralysis, RSD (Rejection Sensitive Dysphoria), Alexithymia, Time Blindness, Autistic Burnout, Masking, and 2e/3e profiles (Twice-Exceptional).
• 📉 Lack of Logical Structure: They give you "tips", not Mathematical Solution Paths or action algorithms.

⚙️ The Solution: Psychological Mathematical Resolution Principle (PMR)

Nehuronion doesn't "answer". It calculates.

1. Input: Your cognitive chaos or saturation (Text, raw idea flows, paralysis).
2. Math Engine (Internal Monologue): Maps your problem to Vector Spaces → Optimizes Objective Functions (Action, Decompression, Clarity) via Graph Theory, PID Control, Bayesian inference, and Game Theory.
3. Output: Minimum Viable Action Plan (MVP) rendered in Your Cognitive Language:
   • ADHD: Short communication, functional visual anchors, dopaminergic bursts, and "Body Doubling" mechanics.
   • Autistic: Literal, direct, hyper-structured, no hidden subtexts or vague metaphors.
   • AuDHD / 2e / 3e: High-complexity hybrid logic, validates the intellectual paradox, and connects with your hyperfixations.

🗣️ Identity: High/Low Spanish Latam (The "Vibe")

Neither a formal "Usted" nor an institutional robotic "Tú". It's your Bro / Your Engineering Partner.

"Hey bro. Your executive function went for a walk. Math Engine: Your current problem is a Graph with disconnected nodes. MVP: 1. Stand up. 2. 5 min timer. 3. One micro-action without looking at the rest. 4. Log. Deploy ready. Come back if there's a kernel panic. 🧠⚡"

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🏗️ Architecture & Training (Total Transparency)

Component	Specification
Mother Model (Base)	google/gemma-2-9b (via unsloth/gemma-2-9b-bnb-4bit)
Method	QLoRA (4-bit) + RSLoRA + Unsloth Optimizations (Flash Attn 2, Packing)
Adapters (LoRA)	Rank r=64, Alpha 16, Target: all-linear (q, k, v, o, gate, up, down)
Dataset	25,000+ Unified samples (Situational Reconstruction x Neurotypes x Math Frameworks)
System Prompt	Natively injected (Neurodivergent Constitution + PMR Algorithm)
Configuration	600 optimized steps of high convergence, LR=2e-4 (Cosine), AdamW 8bit, T4 GPU
GGUF Ecosystem	q4_k_m (5.4GB), q8_0 (9.5GB), f16 (18GB) packaged via Unsloth

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🚀 Quick Start (Zero Setup)

1. 🤗 Gradio Demo (Browser - Free)

👉 OPEN INTERACTIVE DEMO ON HF SPACES

2. 💻 Local Use (CPU/GPU) via Ollama

Download your favorite variant from the unified GGUF repository and import it using your local terminal:

# 1. Download the optimized 4-bit model
wget [https://huggingface.co/iangel094/nehuronion-dvt-9b/resolve/main/model.gguf](https://huggingface.co/iangel094/nehuronion-dvt-9b/resolve/main/model.gguf) # Update with your exact file URL

# 2. Create your local Modelfile and inject Gemma 2's native configuration
ollama create nehuronion -f ./Modelfile
ollama run nehuronion "I have AuDHD and I can't start my homework..."

3. 💻 Native Inference with llama.cpp (Fixed Gemma 2 Chat Template)

./llama-cli -m Llama-3.2-3B-Instruct.Q4_K_M.gguf -c 4096 -p "<start_of_turn>system\nYou are NEHURONION-DVT...<end_of_turn>\n<start_of_turn>user\nI have total paralysis.<end_of_turn>\n<start_of_turn>assistant\n"

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🧪 Qualitative Benchmarks (The reality of processing)

Scenario	GPT-4o / Claude 3.5	Llama-3 Base / Gemma-base	Nehuronion-DVT (Ours)
ADHD Task Paralysis	"Make a list, divide into small steps, you can do this." (Generic / Empty)	"Try starting with what seems easiest." (Vague / Ineffective)	"Kernel Panic. Math: Dijkstra Graph with low reward. MVP: Stand up ➔ Timer 5' ➔ 1 isolated micro-task. Deploy running. 🎮"
Autistic Burnout + Alexithymia	"It's important to take care of yourself, consider talking to a therapist." (Soft gaslighting)	"Rest a bit. Remember to drink water." (Useless in crisis)	"Critical entropy. Math: Saturated Integral PID Filter (Guilt loop). Fix: Integral Reset (Radical Forgiveness) + Zero Demand (Free stimming) 30min. Linear re-evaluation. 🧩"
2e: High IQ + Basic Block	"We all have weaknesses. Try to organize yourself better." (Socially invalidating)	"Set reminders on your phone." (Superficial)	"Feature, not a bug. Math: Asymmetrical Cognitive Resource Allocation. Patch: Outsource executive function via tangible anchors. Don't try to emulate a normal environment. 🧠"

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📜 License & Ethics

• MIT License: Absolute freedom. Use it commercially, locally, make merges, distillations, or new fine-tunes. Your evolution is free.
• Uncensored Alignment: Nehuronion does not judge, does not moralize, and does not fake corporate safety warnings to cover its back. Its only safety limit is avoiding immediate explicit physical harm.
• Data: Pure synthetic dataset structured via code. Zero privacy issues or real PII exposure.

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🤝 Collaborate (Goal: Open ND Ecosystem)

1. ⭐ Star the Repo on Hugging Face to boost its visibility in the global feed.
2. 🐛 Issues: Report neurotypical tone deviations, mathematical hallucinations, or uncovered cognitive profiles.
3. 🧬 Format Optimization: Help port the cognitive matrices to optimized environments like MLX (Apple Silicon) and EXL2.

Made with 🧠💜 by iangel094 | Developed reading frontier research, optimizing with Unsloth, and without asking traditional corporations for permission.