Core Viewpoint - The article discusses the increasing trend of users, particularly developers, migrating from Windows 11 to Linux due to frustrations with data telemetry and software stability issues in Windows 11 [5][19][24]. Group 1: Reasons for Migration - The primary reasons for the shift to Linux are excessive data telemetry and deteriorating software stability in Windows 11, which collects extensive user data without the ability to fully disable it [5][19]. - Users experience frequent system crashes and bugs in Windows 11, leading to a decision to switch to Linux for a more stable and controllable environment [6][19]. Group 2: Linux Distribution Experience - The author highlights the experience of trying various Linux distributions, including Mint, Debian, and Artix, ultimately settling on Artix for its speed and low resource usage [12][15]. - Artix Linux is noted for its lack of SystemD, resulting in faster boot times and lower resource consumption, although it requires more user intervention compared to other distributions [12][13]. Group 3: Challenges Faced - The transition to Linux involved challenges such as missing drivers, particularly for WiFi on older hardware, which required manual installation [14][16]. - The author faced compatibility issues with certain applications and games on Linux, but found workarounds for most problems, highlighting the need for adaptability [16][20]. Group 4: User Experience and Benefits - The article emphasizes the joy of using Linux, with users regaining control over their systems and enjoying a more customizable experience compared to Windows [19][21]. - The ability to manage mobile devices, such as iPhones, was found to be more straightforward on Linux, enhancing the overall user experience [17][18]. Group 5: Conclusion and Outlook - Linux is presented as a viable alternative to Windows, offering flexibility and a deeper understanding of system operations, appealing to users who enjoy a challenge [22][23][24]. - The article encourages those frustrated with Windows 11 to consider switching to Linux, as it is increasingly seen as a practical choice for developers and tech enthusiasts alike [24].

Core Viewpoint - The article discusses the increasing trend of users, particularly developers, migrating from Windows 11 to Linux due to frustrations with data telemetry and software stability issues [2][12]. Group 1: Reasons for Migration - The primary reasons for the shift to Linux are excessive data telemetry and deteriorating software experience in Windows 11, which collects extensive user data without the ability to fully disable it [2][3]. - Users have reported frequent system crashes and bugs in Windows 11, leading to a loss of trust in the operating system [3][12]. Group 2: Linux Distribution Experience - The author explored various Linux distributions, including Mint, Debian, and Artix, ultimately choosing Artix for its lightweight nature and customization options [6][12]. - Artix Linux, derived from Arch Linux, offers a fast boot time and low resource usage, making it an appealing choice for users seeking performance [6][12]. Group 3: Challenges and Solutions - Users may encounter challenges when installing Linux, such as missing drivers, which can complicate the setup process [8][9]. - Despite initial difficulties, the ability to troubleshoot and resolve issues independently is seen as a valuable learning experience [17]. Group 4: User Experience and Satisfaction - The transition to Linux has led to a renewed enjoyment of computing, with users appreciating the system's speed, stability, and customization capabilities [12][14]. - The article highlights the ease of managing mobile devices on Linux, with improved file transfer experiences compared to Windows [10][11]. Group 5: Conclusion and Outlook - While Linux may not solve all computing problems, it offers users a deeper understanding of their systems and greater control over their computing environment [15][16]. - The article encourages those frustrated with Windows 11 to consider switching to Linux, as it is becoming a more mainstream choice among developers [17].

Core Insights - The article discusses a unique case where judges in Nanjing, China, conducted a live-streaming sale of crabs to help a debtor repay their debts, showcasing an innovative approach to judicial asset disposal [3][11][22] Group 1: Judicial Innovation - The judges transformed from legal professionals to live-streaming hosts, selling crabs directly from a debtor's pond, which attracted over 200,000 viewers and generated sales of 57,000 yuan in just 2.5 hours [3][11] - This method of selling perishable goods like crabs is rare in judicial auctions, which typically focus on higher-value items like real estate or vehicles [5][7] Group 2: Market Dynamics - The crabs were sold at a price of 240 yuan for 10 live crabs, which were well-received by customers for their quality and freshness [3][4] - The approach aims to maximize the value recovered for debtors while minimizing waste, as traditional bulk auctions often lead to unsold items [24][31] Group 3: Broader Implications - The case reflects a potential shift in how courts handle asset liquidation, moving towards a more retail-oriented model that could increase participation and efficiency in the auction process [22][24] - Similar past instances include the sale of low-value items like soft drinks, indicating a trend where courts may resort to selling food and beverage items when other assets are unavailable [10][18]

Group 1 - The core issue of embodied AI is the sim-to-real dilemma, where high fidelity in simulation conflicts with cost, leading to challenges in transferring successful strategies from simulation to real-world applications [2] - The potential of 3D Gaussian Splatting (GS) technology has been underexplored, with recent advancements enabling high-fidelity 3D representations from standard devices, addressing the gap between low-cost real scene reconstruction and embodied navigation [3][4] - The proposed method, EmbodiedSplat, consists of a four-stage pipeline that captures real scenes using low-cost mobile devices and reconstructs them in high fidelity for effective training and deployment [4][6] Group 2 - The first stage involves capturing RGB-D data using an iPhone 13 Pro Max and the Polycam app, which simplifies the process and reduces operational barriers [11] - The second stage focuses on mesh reconstruction, utilizing DN-Splatter for 3D GS training, ensuring geometric consistency and minimizing reconstruction errors [11][12] - The third stage includes simulation training with a composite reward function to balance success, path efficiency, and collision avoidance, employing a two-layer LSTM for decision-making [10][13] Group 3 - The fourth stage is real-world deployment, where the Stretch robot connects to a remote server for strategy inference, allowing real-time navigation based on observed images [14][17] - Experiments validate the zero-shot performance of pre-trained strategies in new environments, revealing that scene scale significantly impacts performance [20][22] - Fine-tuning pre-trained strategies leads to substantial performance improvements across various environments, demonstrating the effectiveness of personalized adjustments [25][28] Group 4 - The study highlights the limited success of zero-shot transfer from simulation to real-world scenarios, with significant performance gaps observed [32] - Fine-tuning enhances the transferability of strategies, with success rates increasing significantly after adjustments [32][35] - The necessity of large-scale pre-training is emphasized, as it provides foundational knowledge that aids in adapting to new environments and overcoming real-world challenges [35][44]

Trade-in Programs & Discounts - Carriers offer up to $1,100 discount for trading in iPhone 13 Pro or newer models, which equals the price of a new iPhone 17 Pro [3][4] - Apple offers up to $320 for iPhone 13 Pro Max trade-ins [3] - Trade-in programs are not exclusive to the iPhone 13 Pro Max, but extend to newer models [3] Market & Consumer Behavior - Consumers are being told not to trade in their iPhone 13 Pro Max, based on perceived high value [1][2] - Wireless carriers are using trade-in deals to encourage customers to sign up for new plans [4]

Investment Analysis - Investing in Bitcoin (BTC) instead of buying an iPhone each year from 2017 to 2024 would have yielded significant profits, with an average profit of over 800% across all years [4] - The analysis shows zero losses when investing in BTC instead of purchasing iPhones during the specified period [4] - The best buying opportunity for BTC was during the 2018 bear market crash [2] Comparative Cost Analysis - The price of iPhones increased slightly from $1,000 to $1,200 over eight years (2017-2024) [4] - The amount of BTC needed to purchase an iPhone in 2025, with BTC at approximately $111,000, is just 0.011 BTC [9] Profitability Examples - Purchasing an iPhone X in 2017 required 0.072 BTC, which is now worth approximately $7,992, resulting in a profit of $6,993 (700% gain) [1] - Purchasing an iPhone XS Max in 2018 required 0.289 BTC, which is now worth approximately $32,079, resulting in a profit of $30,980 (2,815% gain) [2]