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Coupang breach affecting 33.7 million users raises data protection questions BleepingComputerSponsored by Penta Security

Coupang disclosed a data breach affecting 33.7 million customers after unauthorized access to personal data went undetected for nearly five months. Penta Security explains how the incident highlights insider credential abuse risks and why encrypting customer data beyond legal requirements can reduce exposure and limit damage. […] Read More 

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The Geometry of Laziness: What Angles Reveal About AI Hallucinations Towards Data Science

The Geometry of Laziness: What Angles Reveal About AI HallucinationsTowards Data Science A story about failing forward, spheres you can’t visualize, and why sometimes the math knows things before we do
The post The Geometry of Laziness: What Angles Reveal About AI Hallucinations appeared first on Towards Data Science.

 A story about failing forward, spheres you can’t visualize, and why sometimes the math knows things before we do
The post The Geometry of Laziness: What Angles Reveal About AI Hallucinations appeared first on Towards Data Science. Read More  

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The Machine Learning “Advent Calendar” Day 22: Embeddings in Excel Towards Data Science

The Machine Learning “Advent Calendar” Day 22: Embeddings in ExcelTowards Data Science Understanding text embeddings through simple models and Excel
The post The Machine Learning “Advent Calendar” Day 22: Embeddings in Excel appeared first on Towards Data Science.

 Understanding text embeddings through simple models and Excel
The post The Machine Learning “Advent Calendar” Day 22: Embeddings in Excel appeared first on Towards Data Science. Read More  

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Meta AI Open-Sourced Perception Encoder Audiovisual (PE-AV): The Audiovisual Encoder Powering SAM Audio And Large Scale Multimodal Retrieval MarkTechPost

Meta AI Open-Sourced Perception Encoder Audiovisual (PE-AV): The Audiovisual Encoder Powering SAM Audio And Large Scale Multimodal Retrieval MarkTechPost

Meta AI Open-Sourced Perception Encoder Audiovisual (PE-AV): The Audiovisual Encoder Powering SAM Audio And Large Scale Multimodal RetrievalMarkTechPost Meta researchers have introduced Perception Encoder Audiovisual, PEAV, as a new family of encoders for joint audio and video understanding. The model learns aligned audio, video, and text representations in a single embedding space using large scale contrastive training on about 100M audio video pairs with text captions. From Perception Encoder to PEAV Perception Encoder,
The post Meta AI Open-Sourced Perception Encoder Audiovisual (PE-AV): The Audiovisual Encoder Powering SAM Audio And Large Scale Multimodal Retrieval appeared first on MarkTechPost.

 Meta researchers have introduced Perception Encoder Audiovisual, PEAV, as a new family of encoders for joint audio and video understanding. The model learns aligned audio, video, and text representations in a single embedding space using large scale contrastive training on about 100M audio video pairs with text captions. From Perception Encoder to PEAV Perception Encoder,
The post Meta AI Open-Sourced Perception Encoder Audiovisual (PE-AV): The Audiovisual Encoder Powering SAM Audio And Large Scale Multimodal Retrieval appeared first on MarkTechPost. Read More  

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ChatLLM Presents a Streamlined Solution to Addressing the Real Bottleneck in AI Towards Data Science

ChatLLM Presents a Streamlined Solution to Addressing the Real Bottleneck in AITowards Data Science For the last couple of years, a lot of the conversation around AI has revolved around a single, deceptively simple question: Which model is the best? But the next question was always, the best for what?  The best for reasoning? Writing? Coding? Or maybe it’s the best for images, audio, or video? That framing made
The post ChatLLM Presents a Streamlined Solution to Addressing the Real Bottleneck in AI appeared first on Towards Data Science.

 For the last couple of years, a lot of the conversation around AI has revolved around a single, deceptively simple question: Which model is the best? But the next question was always, the best for what?  The best for reasoning? Writing? Coding? Or maybe it’s the best for images, audio, or video? That framing made
The post ChatLLM Presents a Streamlined Solution to Addressing the Real Bottleneck in AI appeared first on Towards Data Science. Read More  

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Move Beyond Chain-of-Thought with Chain-of-Draft on Amazon Bedrock Artificial Intelligence

Move Beyond Chain-of-Thought with Chain-of-Draft on Amazon Bedrock Artificial Intelligence

Move Beyond Chain-of-Thought with Chain-of-Draft on Amazon BedrockArtificial Intelligence This post explores Chain-of-Draft (CoD), an innovative prompting technique introduced in a Zoom AI Research paper Chain of Draft: Thinking Faster by Writing Less, that revolutionizes how models approach reasoning tasks. While Chain-of-Thought (CoT) prompting has been the go-to method for enhancing model reasoning, CoD offers a more efficient alternative that mirrors human problem-solving patterns—using concise, high-signal thinking steps rather than verbose explanations.

 This post explores Chain-of-Draft (CoD), an innovative prompting technique introduced in a Zoom AI Research paper Chain of Draft: Thinking Faster by Writing Less, that revolutionizes how models approach reasoning tasks. While Chain-of-Thought (CoT) prompting has been the go-to method for enhancing model reasoning, CoD offers a more efficient alternative that mirrors human problem-solving patterns—using concise, high-signal thinking steps rather than verbose explanations. Read More  

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Enhance document analytics with Strands AI Agents for the GenAI IDP Accelerator Artificial Intelligence

Enhance document analytics with Strands AI Agents for the GenAI IDP Accelerator Artificial Intelligence

Enhance document analytics with Strands AI Agents for the GenAI IDP AcceleratorArtificial Intelligence To address the need for businesses to quickly analyze information and unlock actionable insights, we are announcing Analytics Agent, a new feature that is seamlessly integrated into the GenAI IDP Accelerator. With this feature, users can perform advanced searches and complex analyses using natural language queries without SQL or data analysis expertise. In this post, we discuss how non-technical users can use this tool to analyze and understand the documents they have processed at scale with natural language.

 To address the need for businesses to quickly analyze information and unlock actionable insights, we are announcing Analytics Agent, a new feature that is seamlessly integrated into the GenAI IDP Accelerator. With this feature, users can perform advanced searches and complex analyses using natural language queries without SQL or data analysis expertise. In this post, we discuss how non-technical users can use this tool to analyze and understand the documents they have processed at scale with natural language. Read More