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OS virtual memory concepts from 1960s applied to AI: PagedAttention code walkthrough Published: 2025-12-23 | Origin: /r/programming LLM (Large Language Model) inference often suffers from memory constraints, with GPUs spending significant time waiting for data rather than performing computations. To address this, batching allows for processing multiple requests simultaneously, but each request requires its own Key-Value (KV) cache, leading to substantial memory waste due to fragmentation and over-allocation, typically ranging from 60% to 80%. vLLM's PagedAttention technology dramatically reduces this waste to under 4%, resulting in up to 24 |
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Agent Tech Lead + RTS game Published: 2025-12-23 | Origin: /r/programming The author reflects on their experience as a tech lead and discusses the evolving expectations in the tech industry, particularly the shift towards becoming a tech lead, often with a focus on managing AI agents rather than just people. They highlight the importance of technical leadership skills, such as creating roadmaps, task management, team steering, and maintaining tech culture, emphasizing that many tasks of a tech lead may now involve overseeing coding agents rather than performing them directly. The author recommends tools like the Cursor Cloud API for integrating AI |
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LLVM considering an AI tool policy, AI bot for fixing build system breakage proposed Published: 2025-12-23 | Origin: /r/programming Michael Larabel is the founder and principal author of Phoronix.com, established in 2004 to enhance the Linux hardware experience. He has authored over 20,000 articles on various topics including Linux hardware support and performance. Larabel is also the lead developer of the Phoronix Test Suite and related benchmarking software. Phoronix offers a Premium subscription for an ad-free experience and additional features, while also accepting tips and donations to support its operations. The site's mission remains focused on improving the |
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The Best Things and Stuff of 2025 Published: 2025-12-23 | Origin: Hacker News In a reflective post dated December 23, 2025, Fogus shares a collection of notable discoveries and experiences from the year, emphasizing that these are not necessarily new findings. He indicates previous years' lists are available for reference. This year, he has focused on guest-posting about macabre and sardonic fiction on the Wormwoodania blog while continuing to blend discussions of games within his broader interest in systems-thinking. Fogus mentions shifting his writing toward non-technical subjects and even dabbling |
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PyTorch vs TensorFlow in Enterprise Isn’t a Model Choice; It’s an Org Design Choice Published: 2025-12-23 | Origin: /r/programming Of course! Please provide the content you'd like me to summarize. |
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Test, don't (just) verify Published: 2025-12-23 | Origin: /r/programming AI is significantly advancing the field of formal verification, with AI-assisted mechanical proving companies now garnering billion-dollar valuations and new users engaging with proof assistants, particularly Lean. These tools are showing impressive results in prestigious competitions and addressing challenging open mathematical problems. Notable researchers like Terry Tao and Martin Kleppmann express excitement about the potential of AI in this domain. However, there are major challenges in formal verification. A primary hurdle is the lack of formal specifications for most software, which complicates the verification process |
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Evolution Pattern versus API Versioning Published: 2025-12-23 | Origin: /r/programming Failed to fetch content - HTTP Error - SSL_read: unexpected eof while reading |
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FCC Updates Covered List to Include Foreign UAS and UAS Critical Components [pdf] Published: 2025-12-23 | Origin: Hacker News The content appears to be a snippet from a PDF file, which includes binary data that is not readable as text. It contains structural elements typical of PDF files, such as objects and streams, but does not convey any meaningful information in a summarized form since it is encoded data. The text appears to include various encoded symbols and characters but lacks coherent content that can be summarized. Such content typically requires appropriate software for PDF decoding to extract any readable information. |
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The Duodecimal Bulletin, Vol. 55, No. 1, Year 1209 [pdf] Published: 2025-12-23 | Origin: Hacker News The provided content appears to be a snippet from a PDF file, consisting of a structure that includes objects, an xref table, and a stream of binary data. The xref table lists the byte offsets for various objects within the PDF, which is a file format used for documents. There are references to compressed data streams, indicating that the content is likely intended for rendering a document with various features, but the actual textual content appears to be significant multimedia data that has been truncated. Overall, this is |
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Snitch – A friendlier ss/netstat Published: 2025-12-23 | Origin: Hacker News The content emphasizes the importance of user feedback and outlines features of a network inspection tool. This tool, designed to offer a user-friendly interface similar to "ss" or "netstat," provides a clean TUI (text user interface) and styled tables for inspecting network connections. It can be installed in either the user’s local bin or system bin, with specific instructions for macOS to handle permissions and quarantine settings. Key features include an interactive TUI, live-updating connection lists, customizable output formats |
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UUID’s in Rails + SQLite shouldn’t be this hard (so I built a gem) Published: 2025-12-22 | Origin: /r/ruby Failed to fetch content - HTTP Error - Failed to open TCP connection to :80 (Connection refused - connect(2) for nil port 80) |
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It's Always TCP_NODELAY Published: 2025-12-22 | Origin: Hacker News The article discusses the relevance of Nagle's algorithm, introduced in RFC 896 in 1984, in the context of modern distributed systems. The author highlights that enabling the TCP_NODELAY socket option can often resolve latency issues caused by small packet transmissions, which Nagle aimed to optimize. Nagle's algorithm was designed to reduce the overhead associated with sending numerous small packets by preventing the transmission of new TCP segments until previously sent data is acknowledged, thereby improving throughput. However, it can interact poorly with |
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Ultrasound Cancer Treatment: Sound Waves Fight Tumors Published: 2025-12-22 | Origin: Hacker News HistoSonics has developed the Edison system, which utilizes a water-filled membrane to deliver focused ultrasound for treating pancreatic cancer. This system exploits cavitation—the formation and collapse of tiny gas bubbles—causing mechanical stress that destroys cancer cells and liquefies tumors. Initially viewed as a harmful side effect, cavitation was studied by researchers at the University of Michigan starting in 2001, leading to breakthroughs in harnessing it for medical purposes. Zhen Xu, then a Ph.D. student, |
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The Illustrated Transformer Published: 2025-12-22 | Origin: Hacker News The content discusses the modernization of machine learning through visual concepts, particularly focusing on the Transformer model, which utilizes the attention mechanism to enhance speed and performance compared to traditional models like Google's Neural Machine Translation. It highlights the significance of Transformers in parallelization and their recommendation for use with Google Cloud's TPU. The post aims to simplify understanding by breaking down concepts and includes links to related resources, such as their book and lectures. Additionally, it announces a free short course with updated content, emphasizing accessibility for those with |
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GLM-4.7: Advancing the Coding Capability Published: 2025-12-22 | Origin: Hacker News GLM-4.7 is a new coding model that offers significant improvements in various areas including chat, creative writing, and role-play scenarios. It demonstrates enhanced performance compared to models like GPT-5 and Claude Sonnet 4.5 across 17 benchmarks, focusing on reasoning, coding, and agent tasks. The model introduces advanced thinking features such as Interleaved Thinking, Preserved Thinking, and Turn-level Thinking, which enhance stability and control in managing complex tasks. The GLM-4 |
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Lua 5.5 released with declarations for global variables, garbage collection improvements Published: 2025-12-22 | Origin: /r/programming Michael Larabel is the founder and principal author of Phoronix.com, established in 2004 to enhance the Linux hardware experience. He has authored over 20,000 articles on topics like Linux hardware support, performance, and graphics drivers. In addition to his writing, he leads the development of several benchmarking tools, including the Phoronix Test Suite. The website offers a premium subscription for ad-free access and additional features while supporting its operations. Contributions can also be made through tips or donations. |
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NIST was 5 μs off UTC after last week's power cut Published: 2025-12-22 | Origin: Hacker News Failed to fetch content - HTTP Error - URI must be ascii only "https://www.jeffgeerling.com/blog/2025/nist-was-5-\u03BCs-utc-after-last-weeks-power-cut" |
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Mitigating Cascading Failures in Distributed Systems :Architectural Analysis Published: 2025-12-22 | Origin: /r/programming In high-scale distributed systems, even a slight increase in latency in a leaf service can lead to cascading failures, where localized performance degradation escalates into complete site outages. A core issue in microservices architectures is the use of synchronous, blocking I/O within fixed thread pools. When a downstream service experiences significant latency, it blocks the worker threads in the calling service, leading to resource exhaustion. For instance, an API gateway with 200 worker threads can quickly become saturated if it waits on a slow downstream service |
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Reverse Engineering of a Rust Botnet and Building a C2 Honeypot to Monitor Its Targets Published: 2025-12-22 | Origin: /r/programming Failed to fetch content - HTTP Status - 403 |
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Claude Code gets native LSP support Published: 2025-12-22 | Origin: Hacker News The content emphasizes that all feedback is valued and taken seriously. It also mentions the availability of qualifiers in their documentation and notes that an error occurred while loading the page, suggesting reloading it. |