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Quick Start (Copy-Paste Ready)

Step 1: Install Ollama

# macOS / Linux
curl -fsSL https://ollama.com/install.sh | sh

# Windows — download from https://ollama.com/download

Step 2: Download SANU AI

# Download the Q4_K_M model (4.68 GB — recommended for most users)
curl -L -o sanu.gguf https://huggingface.co/Haubaa/SANU-AI-7B-v0.2-GGUF/resolve/main/sanu-ai-v02-q4_k_m.gguf

Step 3: Create & Run

cat > Modelfile << 'EOF'
FROM ./sanu.gguf
SYSTEM "You are SANU AI, Nepal's first agentic AI assistant. You speak Nepali and English fluently. You have deep knowledge of Nepal's history, culture, geography, and current affairs."
PARAMETER temperature 0.7
PARAMETER num_ctx 2048
TEMPLATE "<|im_start|>system\n{{ .System }}<|im_end|>\n<|im_start|>user\n{{ .Prompt }}<|im_end|>\n<|im_start|>assistant\n"
EOF

ollama create sanu -f Modelfile
ollama run sanu

That's it. You're now chatting with Nepal's first AI.

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Available Models

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What Can SANU Do?

Talk in Nepali

>>> नमस्ते, कस्तो छ?
नमस्ते! मलाई नेपालका सबैभन्दा प्रशंसित AI सहयोजक SANU मा बुझाएका हुँ।

Nepal Knowledge

>>> Tell me about Nepal
Nepal, officially the Federal Democratic Republic of Nepal, is a landlocked
country in South Asia bordered by India to the south and east, China (Tibet)
to the north... Kathmandu is its capital and largest city. The Himalayas form
part of Nepal's northern border and include Mount Everest, the world's
highest peak...

Write Code

>>> Write a Python hello world that prints namaste in Nepali
**THINK:** To write a Python script that prints "Namaste" in Nepali...
```python
def print_namaste():
    name = u'नमस्ते'
    print(name)
print_namaste()

Answer in Pure Nepali

>>> नेपालमा कति जिल्ला छन्?
नेपालको सङ्घीय शासन प्रणालीले ७५ जिल्लाहरू नियुक्त गर्दछ...

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v0.1 → v0.2: What Changed?

What	v0.1	v0.2	Improvement
Training Data	290 samples	10,096 samples	35x more data
Loss	1.3724	0.795	42% lower
Hindi Contamination	Severe	Minimal	Clean Nepali
Identity	Confused (says "Qwen")	"I am SANU AI"	Fixed
Nepal Knowledge	Surface-level	Deep (Wikipedia + News)	Massive upgrade
LoRA Rank	r=16	r=32	2x model capacity
Q4_K_M Size	4.36 GB	4.68 GB	Same ballpark
Cost	$0	$0	Still free

Response Comparison: v0.1 vs v0.2

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Training Details

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System Requirements

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Roadmap

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Why This Matters

30 million Nepali speakers. 125+ languages in Nepal. Zero dedicated AI models — until now.

Every global LLM treats Nepali as noise. They confuse it with Hindi. They know nothing about Dashain, dal bhat, or the Malla dynasty. SANU AI is different — trained on real Nepali text from real Nepali sources.

And it cost $0 to build.

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Citation

@misc{sanu-ai-2026,
  title={SANU AI: Nepal's First Agentic AI Foundation Model},
  author={Haubaa},
  year={2026},
  publisher={HuggingFace},
  url={https://huggingface.co/Haubaa/SANU-AI-7B-v0.2-GGUF}
}

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