Data Science | Machine Learning with Python for Researchers
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🤖🧠 Open WebUI: The Most Powerful Self-Hosted AI Platform for Local and Private LLMs

🗓️ 09 Nov 2025
📚 AI News & Trends

In the rapidly evolving landscape of artificial intelligence, the ability to run large language models securely and efficiently has become a major priority for developers, enterprises and privacy-focused users. While cloud-based AI services are convenient, they rely heavily on remote servers, internet access and third-party control. This is where Open WebUI stands out as a ...

#OpenWebUI #SelfHostedAI #PrivateLLMs #LocalAI #AISecurity #OpenSourcePlatform
Intelligence per Watt: Measuring Intelligence Efficiency of Local AI

📝 Summary:
Intelligence per Watt IPW, accuracy per watt, is proposed to measure local AI efficiency. Local small LMs accurately answer 88.7% of queries, showing 5.3x IPW improvement and outperforming cloud accelerators. This proves local inference can redistribute demand from centralized cloud infrastructure.

🔹 Publication Date: Published on Nov 11

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2511.07885
• PDF: https://arxiv.org/pdf/2511.07885

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