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Stop benchmarking in the lab: Inclusion Arena shows how LLMs perform in production
PositiveTechnology
Researchers from Inclusion AI and Ant Group have introduced a new leaderboard for large language models (LLMs) that evaluates their performance based on real-world applications rather than lab benchmarks.
Editor’s Note: This development is significant as it shifts the focus from theoretical lab results to practical performance, providing a more accurate assessment of LLMs in real-world scenarios. It could lead to better understanding and improvements in AI technologies.
LLMs generate ‘fluent nonsense’ when reasoning outside their training zone
NeutralTechnology
Recent research highlights that LLMs can produce 'fluent nonsense' when reasoning beyond their training. It emphasizes the need for careful testing and fine-tuning.
Editor’s Note: Understanding the limitations of LLMs is crucial for developers. This research provides insights into how to effectively test and improve these models, ensuring they perform better in real-world applications.
DeepSeek V3.1 just dropped — and it might be the most powerful open AI yet
PositiveTechnology
China's DeepSeek has launched DeepSeek V3.1, a powerful open-source AI model with 685 billion parameters, offering advanced performance and free access on Hugging Face.
Editor’s Note: This release is significant as it positions DeepSeek as a strong competitor to established AI leaders like OpenAI and Anthropic, potentially reshaping the landscape of open-source AI technology.
Alation says new query feature offers 30% accuracy boost, helping enterprises turn data catalogs into problem solvers
PositiveTechnology
Alation has introduced a new query feature that enhances accuracy by 30%, transforming enterprise data catalogs into effective problem solvers.
Editor’s Note: This development is significant as it showcases how data catalogs can evolve into intelligent tools that not only store information but also help businesses make better decisions through improved query capabilities.
Qwen-Image Edit gives Photoshop a run for its money with AI-powered text-to-image edits that work in seconds
PositiveTechnology
Qwen-Image Edit offers AI-powered text-to-image editing that rivals Photoshop, providing both professionals and casual users with quick and effective tools.
Editor’s Note: This development is significant as it democratizes advanced editing capabilities, allowing more people to create high-quality images effortlessly. It could change how designers and casual users approach image editing.
Keychain raises $30M and launches AI operating system for CPG manufacturers
PositiveTechnology
Keychain has successfully raised $30 million to launch its AI operating system tailored for consumer packaged goods (CPG) manufacturers. The platform is already in use by leading brands and retailers.
VB AI Impact Series: Can you really govern multi-agent AI?
PositiveTechnology
SAP's Yaad Oren and Agilent's Raj Jampa explore the deployment of agentic AI while adhering to cost, latency, and compliance constraints.
Nvidia releases a new small, open model Nemotron-Nano-9B-v2 with toggle on/off reasoning
PositiveTechnology
Nvidia has launched a new small, open model called Nemotron-Nano-9B-v2, allowing developers to create and share derivative models freely.
Hugging Face: 5 ways enterprises can slash AI costs without sacrificing performance
PositiveTechnology
Hugging Face outlines five strategies for enterprises to reduce AI costs while maintaining performance. The focus should be on smarter computing rather than just increasing effort.

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