Tools
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Segway’s New E-Bikes: High-Tech and Affordable
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Segway has unveiled three new e-bike models, expanding its lineup to cater to a wider audience with customizable features. The Myon and Muxi e-bikes boast advanced anti-theft systems, real-time health data, and intuitive electronic shifting, while the Xaber 300 electric dirt bike offers extreme off-roading capabilities with adjustable power modes and parental controls. The Myon targets commuters with its affordable price and multiple configurations, while the Muxi offers a retro design with safety features like Hill Start Assist and regenerative braking. These innovations reflect Segway's commitment to blending technology with accessibility, making e-bikes more appealing and practical for various lifestyles. This matters because it highlights the growing trend of integrating advanced technology into affordable transportation solutions, making them more accessible and secure for everyday use.
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Corsair’s Galleon 100 SD: A Stream Deck Keyboard
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Corsair's new Galleon 100 SD gaming keyboard integrates a full Stream Deck Plus, featuring 12 customizable buttons, a 5-inch high-resolution screen, and two rotary dials, enhancing its functionality for gamers and streamers alike. This keyboard marks a significant evolution in Corsair's product line, building on its acquisition of Elgato in 2018 and improving upon previous attempts like the Corsair Voyager laptop. The Galleon's left and right sides are controlled by different software, but future firmware updates aim to streamline these controls. With its extensive customization options and robust Stream Deck integration, the Galleon is positioned as a versatile tool for both gaming and everyday tasks, appealing to users who value high functionality and personalization. This matters because it represents a significant advancement in gaming peripherals, merging the capabilities of a Stream Deck with a mechanical keyboard to offer unprecedented control and customization.
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Ugreen’s AI NAS: More RAM Than My Desktop
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Ugreen's new AI NAS offers advanced features designed to enhance file management and retrieval. With Universal Search, users can find files using natural language descriptions, making it easier to locate documents, photos, and videos. The Uliya AI Chat feature allows for natural language interaction with stored files, enabling users to ask questions, summarize documents, and manage a private knowledge base offline. AI Album and Voice Memos further enhance organization by categorizing images and transcribing audio recordings, respectively. The AI File Organization system automatically sorts files by type, date, and name, streamlining the process of managing digital content. This matters because it simplifies digital organization and retrieval, making it more intuitive and efficient for users.
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Chamberlain’s myQ Secure View 3-in-1 Smart Lock Unveiled
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Chamberlain has introduced the myQ Secure View 3-in-1 Smart Lock, a device that combines a smart lock with a 2K HDR video doorbell, enhancing home security by using face detection technology. Priced at $279.99, this smart lock can automatically lock or unlock doors based on facial recognition, and it integrates with Chamberlain's garage door openers and other myQ accessories. Users must subscribe to a $7.99 monthly plan to access premium features like saving video footage and detailed notifications. While offering multiple unlocking options such as fingerprint, PIN, and physical key, the lock is limited in its compatibility with popular smart home platforms, working instead with select subscription-based security services. This matters because it highlights the growing trend of integrating advanced technology into home security systems, offering convenience and enhanced safety.
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Connect LLMs to Knowledge Sources with SurfSense
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SurfSense is an open-source solution designed to connect any Large Language Model (LLM) to various internal knowledge sources, enabling real-time chat capabilities for teams. It serves as an alternative to platforms like NotebookLM and Perplexity, offering integration with over 15 connectors including Search Engines, Drive, Calendar, and Notion. Key features include deep agentic agent role-based access control (RBAC) for teams, support for over 100 LLMs, 6000+ embedding models, and compatibility with more than 50 file extensions. Additionally, SurfSense provides local text-to-speech and speech-to-text support, and a cross-browser extension for saving dynamic web pages. This matters because it enhances collaborative efficiency and accessibility to information across various platforms and tools.
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Benchmarking 671B DeepSeek on RTX PRO 6000S
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The benchmark results for the 671B DeepSeek model, tested on an 8 x RTX PRO 6000S setup in layer split mode, show significant performance metrics across various configurations. The tests, conducted on the modified DeepSeek V3.2 model, indicate that the model's performance remains consistent across different versions, including R1, V3, V3.1, and V3.2 with dense attention. The results highlight the model's efficiency in terms of throughput and latency, with specific configurations such as Q4_K_M and Q8_0 demonstrating varying levels of performance based on parameters like batch size and depth. These insights are crucial for optimizing AI model deployments on high-performance computing setups.
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Benchmarking SLMs on Modest Hardware
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Benchmarking of SLMs (Statistical Language Models) was conducted using a modest hardware setup, featuring an Intel N97 CPU, 32GB of DDR4 RAM, and a 512GB NVMe drive, running on Debian with llama.cpp for CPU inference. A test suite of five questions was used, with ChatGPT providing results and comments. The usability score was calculated by raising the test score to the fifth power, multiplying by the average tokens per second, and applying a 10% penalty if the model used reasoning. This penalty is based on the premise that a non-reasoning model performing equally well as a reasoning one is considered more efficient. This matters because it highlights the efficiency and performance considerations in evaluating language models on limited hardware.
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DeepSeek V3.2: Dense Attention Model
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DeepSeek V3.2 with dense attention is now available for use on regular llama.cpp builds without requiring extra support. The model is compatible with Q8_0 and Q4_K_M quantization levels and can be run using a specific jinja template. Performance testing using the lineage-bench on Q4_K_M quant showed impressive results, with the model making only two errors at the most challenging graph size of 128, outperforming the original version with sparse attention. Disabling sparse attention does not seem to negatively impact the model's intelligence, offering a robust alternative for users. This matters because it highlights advancements in model efficiency and usability, allowing for broader application without sacrificing performance.
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AI Tool for Image-Based Location Reasoning
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An experimental AI tool is being developed to analyze images and suggest real-world locations by detecting architectural and design elements. The tool aims to enhance the interpretability of AI systems by providing explanation-driven reasoning for its location suggestions. Initial tests on a public image with a known location showed promising but imperfect results, highlighting the potential for improvement. This exploration is significant as it could lead to more useful and transparent AI systems in fields like geography, urban planning, and tourism.
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Supertonic2: Fast Multilingual TTS Model
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Supertonic2 is a cutting-edge text-to-speech (TTS) model that supports five languages: Korean, Spanish, French, Portuguese, and English. It is designed for exceptional speed with a real-time factor of 0.006 on M4 Pro, and is lightweight with only 66 million parameters, making it ideal for on-device use, ensuring complete privacy and zero network latency. The model offers flexible deployment across various platforms, including browsers, PCs, mobiles, and edge devices, and comes with 10 preset voices to suit different use cases. As an open-weight model under the OpenRAIL-M license, it allows for commercial use, providing a versatile solution for developers and businesses. This matters because it enhances accessibility and efficiency in multilingual communication while maintaining user privacy.