Nvidia is reportedly testing tracking software as chip-smuggling rumors swirl
A new software option could make it possible to see the approximate location of some of Nvidia’s AI chips.
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The Machine Learning “Advent Calendar” Day 8: Isolation Forest in Excel
Isolation Forest may look technical, but its idea is simple: isolate points using random splits. If a point is isolated quickly, it is an anomaly; if it takes many splits, it is normal. Using the tiny dataset 1, 2, 3, 9, we can see the logic clearly. We build several random trees, measure how many splits each point needs, average the depths, and convert them into anomaly scores. Short depths become scores close to 1, long depths close […]
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What Is Retrieval-Augmented Generation, aka RAG?
Editor’s note: This article, originally published on Nov. 15, 2023, has been updated. To understand the latest advancements in generative AI, imagine a courtroom. Judges hear and decide cases based on their general understanding of the law. Sometimes a case — like a malpractice suit or a labor dispute — requires special expertise, so judges send court clerks to a law library, looking for precedents and specific cases they can cite. Like a good judge, large language models […]
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I Let an AI Take Over My Downloads Folder… and It Actually Worked
Author(s): Manash Pratim Originally published on Towards AI. A tiny local language model now organizes my files in real time for free, offline, and with zero rules. My Downloads folder used to feel like a crime scene. iMAGE GENERATED USING AIThe article discusses the author’s experience with automating the organization of their Downloads folder using a local AI agent that analyzes new files and categorizes them appropriately without any predetermined rules. The system consists of a few components […]
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Prompt Compression for LLM Generation Optimization and Cost Reduction
Large language models (LLMs) are mainly trained to generate text responses to user queries or prompts, with complex reasoning under the hood that not only involves language generation by predicting each next token in the output sequence, but also entails a deep understanding of the linguistic patterns surrounding the user input text.
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Apple Researchers Release CLaRa: A Continuous Latent Reasoning Framework for Compression‑Native RAG with 16x–128x Semantic Document Compression
How do you keep RAG systems accurate and efficient when every query tries to stuff thousands of tokens into the context window and the retriever and generator are still optimized as 2 separate, disconnected systems? A team of researchers from Apple and University of Edinburgh released CLaRa, Continuous Latent Reasoning, (CLaRa-7B-Base, CLaRa-7B-Instruct and CLaRa-7B-E2E) a retrieval augmented generation framework that compresses documents into continuous memory tokens and then performs both retrieval and generation in that shared latent space. […]
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ChatGPT: Everything you need to know about the AI-powered chatbot
A timeline of ChatGPT product updates and releases, starting with the latest, which we’ve been updating throughout the year.
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Why SNAP Reform Needs More Than Mass Recertification
USDA Secretary Brooke Rollins promises “structural changes to SNAP” after Thanksgiving, following her controversial mass recertification proposal. But Cato’s Romina Boccia and Tyler Turman argue in a new blog post that the real problem isn’t paperwork—it’s incentives. lead , States have zero financial stake in preventing fraud because Washington pays 100% of the benefits costs. Boccia and Turman explain why block-granting SNAP and shifting fiscal responsibility to states would actually strengthen program integrity. If you’d like to set up an interview […]
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Max Hodak is more worried about Twitter than brain-computer interface hacking
This week on StrictlyVC Download, Connie Loizos speaks with Science Corp. founder Max Hodak to discuss how brain-computer interfaces are arriving faster than anyone realizes. The Neuralink co-founder and former president shares how his company recently achieved what may be the biggest breakthrough in vision restoration in decades, enabling 80% of blind patients to read […]
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