README.md

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**Nota AI bridges the gap between high-performance AI models and edge devices.**<br>
From our automated **optimization platform** to bespoke **AI solutions**, we ensure your AI functions efficiently—everywhere it is needed.

[![Website](https://img.shields.io/badge/Website-Nota%20AI-black?style=for-the-badge&logo=googlechrome&logoColor=white)](https://www.nota.ai/)
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[![NetsPresso](https://img.shields.io/badge/Platform-NetsPresso-002060?style=for-the-badge&logo=robot&logoColor=00C7E8)](https://netspresso.ai/)

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# 🌟 Spotlight

> ## Sovereign AI Foundation Model Project
> Nota AI participates in the Sovereign AI Foundation Model Project, a key initiative by the South Korean government (NIPA) to develop global-tier foundation models. As a core optimization partner, we focus on compressing massive LLMs for practical deployment.
>
> ## Optimized Solar-Open-100B Series
>
> ### 🏆 Official Quantized Model: [Solar-Open-100B-NotaMoEQuant-Int4](https://huggingface.co/nota-ai/Solar-Open-100B-NotaMoEQuant-Int4)
> This is the official quantized version of Upstage flagship model, Solar-Open-100B. It is specifically optimized to run on a single A100 (80GB) GPU.
> * Why NotaMoEQuant: Our approach directly resolves representational distortion in MoE architectures, delivering superior benchmark accuracy compared to conventional methods.
> * Hardware Efficiency: While the original model required four A100 (80GB) GPUs, our optimized version reduces this requirement to just a single A100 (80GB) for standard inference. Only two A100 GPUs are needed for maximum context generation.
>
> ### 🔥 New Release: [Solar-Open-100B-NotaMoEQuant-NVFP4](https://huggingface.co/nota-ai/Solar-Open-100B-NotaMoEQuant-NVFP4)
> This latest release utilizes NVFP4 quantization and compressed-tensors packing to ensure backend compatibility with Hugging Face and vLLM. It is specifically designed for NVIDIA Blackwell architecture, requiring a minimum of one B100 GPU.
> 
> *Also available: [Solar-Open-100B-Nota-FP8](https://huggingface.co/nota-ai/Solar-Open-100B-Nota-FP8)*

# 🚀 Our Core Business
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      <h1 style="margin-top: 0;">🛠️ AI Platform: NetsPresso</h1>
      <p><i>"We make AI lighter, faster, and ready for deployment."</i></p>
      <p><b>NetsPresso</b> is our proprietary platform that accelerates model optimization, enabling you to secure on-device latency and accuracy without deep hardware expertise.</p>
      <ul>
        <li><b>Develop & Compress:</b> Create lightweight models effortlessly using our Model Zoo and advanced Compressor (Structured Pruning).</li>
        <li><b>Optimize & Convert:</b> Maximize speed on verified hardware (NVIDIA, Arm, Qualcomm, etc.) with Graph Optimization and Graph Quantization.</li>
        <li><b>Test on Real Devices:</b> Validate performance instantly on actual devices via our Device Farm to eliminate deployment failures.</li>
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      <p>👉 <b>Ready to optimize? <a href="https://netspresso.ai/">Try NetsPresso Now</a> | <a href="https://docs.netspresso.ai/">View Documentation</a></b></p>
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      <h1 style="margin-top: 0;">🌍 AI Solutions</h1>
      <p><i>"We provide end-to-end AI solutions powered by our core optimization technology."</i></p>
      <h4>1. <a href="https://www.nota.ai/vision-agent">Nota Vision Agent</a></h4>
      <p>Powered by <b>Vision Language Models (VLM)</b>, this agent goes beyond simple detection to understand complex situational contexts.<br>
      It interprets video feeds through natural language prompts, delivering real-time insights locally without cloud dependency.</p>
      <h4>2. Edge AI Solutions</h4>
      <ul>
        <li><b><a href="https://www.nota.ai/ai-solutions-its">🚦 Intelligent Transportation Systems (ITS):</a></b> We optimize real-time traffic control and analysis to enhance urban mobility.</li>
        <li><b><a href="https://www.nota.ai/ai-solutions-dms-fr">🚗 Driver Monitoring System (DMS):</a></b> We provide lightweight AI for driver safety, ensuring fast and accurate facial recognition inside vehicles.</li>
        <li><b><a href="https://www.nota.ai/ai-solutions-dms-fr">🛡️ Security Surveillance:</a></b> We deliver efficient video analytics designed to maintain public and industrial safety with minimal resource usage.</li>
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      <h1 style="margin-top: 0;">📚 Tech Blog</h1>
      <p>Gain insights into our engineering philosophy. We share deep dives into model compression methodologies and NPU acceleration techniques to help you stay ahead.</p>
      <p>👉 <b><a href="https://www.nota.ai/community">Read our Tech Blog</a></b></p>
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      <h1 style="margin-top: 0;">🔗 Connect with Us</h1>
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        <li>🏠 <b>Official Website:</b> <a href="https://www.nota.ai">nota.ai</a></li>
        <li>🛠️ <b>NetsPresso Platform:</b> <a href="https://netspresso.ai">netspresso.ai</a></li>
        <li>📧 <b>Business Inquiries:</b> <a href="mailto:contact@nota.ai">contact@nota.ai</a></li>
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