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  • 令和にふりかえる C10K 問題

    C10K 問題 (the C10K problem) は1999年に Dan Kegel が発表した文章、ならびにそこで提示された「問題」です。文章はその後も2000年代前半に何度か更新されているのですが、さすがに令和に読み返すと、当初の問題意識がわかりにくいところがあります。 2000年からの10年は、 ソフトウェア面では、select(2), poll(2) にかわる新しいシステムコールの実装と、それを使ったアプリケーションの普及 ハードウェア面では、x86 アーキテクチャの64ビット移行、仮想化命令の追加と、マルチコア化 さらにそこにクラウドも登場する、面白い時代でした。ここでは、それらの出来事を中心に、さらに、当時の雰囲気をつたえるような日本国内のブログやインタビュー記事をまとめることで、C10K 問題が、さまざまな側面から解決されていく流れを説明したいと思います。 書き足したいと

    • OpenAIのBatch APIを使ってお得にプロンプトを一括処理してみる - Taste of Tech Topics

      はじめに こんにちは。データサイエンスチームYAMALEXのSsk1029Takashiです。 最近はOpenAIに日本支社が出来て、日本語対応が加速するというニュースにわくわくしています。 今回はそんなOpenAIから発表されたBatch APIという機能が便利、かつお得な機能だったのでどのように使えるのか試してみます。 Introducing the Batch API: save costs and get higher rate limits on async tasks (such as summarization, translation, and image classification). Just upload a file of bulk requests, receive results within 24 hours, and get 50% off API pri

        OpenAIのBatch APIを使ってお得にプロンプトを一括処理してみる - Taste of Tech Topics
      • GitHub - modelcontextprotocol/servers: Model Context Protocol Servers

        Official integrations are maintained by companies building production ready MCP servers for their platforms. 21st.dev Magic - Create crafted UI components inspired by the best 21st.dev design engineers. 2slides - An MCP server that provides tools to convert content into slides/PPT/presentation or generate slides/PPT/presentation with user intention. ActionKit by Paragon - Connect to 130+ SaaS inte

          GitHub - modelcontextprotocol/servers: Model Context Protocol Servers
        • OOP: the worst thing that happened to programming

          > BTC: bc1qs0sq7agz5j30qnqz9m60xj4tt8th6aazgw7kxr ETH: 0x1D834755b5e889703930AC9b784CB625B3cd833E USDT(Tron): TPrCq8LxGykQ4as3o1oB8V7x1w2YPU2o5n Ton: UQAtBuFWI3H_LpHfEToil4iYemtfmyzlaJpahM3tFSoxomYQ Doge: D7GMQdKhKC9ymbT9PtcetSFTQjyPRRfkwTdismiss OOP: the worst thing that happened to programming [2/24/2025] In this article, we will try to understand why OOP is the worst thing that happened to prog

            OOP: the worst thing that happened to programming
          • GitHub - bregman-arie/devops-exercises: Linux, Jenkins, AWS, SRE, Prometheus, Docker, Python, Ansible, Git, Kubernetes, Terraform, OpenStack, SQL, NoSQL, Azure, GCP, DNS, Elastic, Network, Virtualization. DevOps Interview Questions

            In general, what do you need in order to communicate? A common language (for the two ends to understand) A way to address who you want to communicate with A Connection (so the content of the communication can reach the recipients) What is TCP/IP? A set of protocols that define how two or more devices can communicate with each other. To learn more about TCP/IP, read here What is Ethernet? Ethernet

              GitHub - bregman-arie/devops-exercises: Linux, Jenkins, AWS, SRE, Prometheus, Docker, Python, Ansible, Git, Kubernetes, Terraform, OpenStack, SQL, NoSQL, Azure, GCP, DNS, Elastic, Network, Virtualization. DevOps Interview Questions
            • Claude Mythos Preview \ red.anthropic.com

              Assessing Claude Mythos Preview’s cybersecurity capabilities April 7, 2026 Nicholas Carlini, Newton Cheng, Keane Lucas, Michael Moore, Milad Nasr, Vinay Prabhushankar, Winnie Xiao Hakeem Angulu, Evyatar Ben Asher, Jackie Bow, Keir Bradwell, Ben Buchanan, David Forsythe, Daniel Freeman, Alex Gaynor, Xinyang Ge, Logan Graham, Kyla Guru, Hasnain Lakhani, Matt McNiece, Mojtaba Mehrara, Renee Nichol, A

              • How Kubernetes Reinvented Virtual Machines (in a good sense)

                There are lots of posts trying to show how simple it is to get started with Kubernetes. But many of these posts use complicated Kubernetes jargon for that, so even those with some prior server-side knowledge might be bewildered. Let me try something different here. Instead of explaining one unfamiliar matter (how to run a web service in Kubernetes?) with another (you just need a manifest, with thr

                  How Kubernetes Reinvented Virtual Machines (in a good sense)
                • Introducing AWS Lambda Managed Instances: Serverless simplicity with EC2 flexibility | Amazon Web Services

                  AWS News Blog Introducing AWS Lambda Managed Instances: Serverless simplicity with EC2 flexibility Today, we’re announcing AWS Lambda Managed Instances, a new capability you can use to run AWS Lambda functions on your Amazon Elastic Compute Cloud (Amazon EC2) compute while maintaining serverless operational simplicity. This enhancement addresses a key customer need: accessing specialized compute o

                    Introducing AWS Lambda Managed Instances: Serverless simplicity with EC2 flexibility | Amazon Web Services
                  • How to create a Python package in 2022

                    Photo by Claudio Schwarz on Unsplash. How to create a Python package? In order to create a Python package, you need to write the code that implements the functionality you want to put in your package, and then you need to publish it to PyPI. That is the bare minimum. Nowadays, you can also set up a variety of other things to make your life easier down the road: continuous testing of your package;

                      How to create a Python package in 2022
                    • Launching S3 Files, making S3 buckets accessible as file systems | Amazon Web Services

                      AWS News Blog Launching S3 Files, making S3 buckets accessible as file systems I’m excited to announce Amazon S3 Files, a new file system that seamlessly connects any AWS compute resource with Amazon Simple Storage Service (Amazon S3). More than a decade ago, as an AWS trainer, I spent countless hours explaining the fundamental differences between object storage and file systems. My favorite analo

                      • RFC 9562: Universally Unique IDentifiers (UUIDs)

                         Internet Engineering Task Force (IETF) K. Davis Request for Comments: 9562 Cisco Systems Obsoletes: 4122 B. Peabody Category: Standards Track Uncloud ISSN: 2070-1721 P. Leach University of Washington May 2024 Universally Unique IDentifiers (UUIDs) Abstract This specification defines UUIDs (Universally Unique IDentifiers) -- also known as GUIDs (Globally Unique IDentifiers) -- and a Uniform Resou

                          RFC 9562: Universally Unique IDentifiers (UUIDs)
                        • Model Context Protocol (MCP): Integrating Azure OpenAI for Enhanced Tool Integration and Prompting | Microsoft Community Hub

                          Model Context Protocol (MCP): Integrating Azure OpenAI for Enhanced Tool Integration and Prompting Model Context Protocol serves as a critical communication bridge between AI models and external systems, enabling AI assistants to interact directly with various services through a standardized interface. This protocol was designed to address the inherent limitations of standalone AI models by provid

                            Model Context Protocol (MCP): Integrating Azure OpenAI for Enhanced Tool Integration and Prompting | Microsoft Community Hub
                          • May 2025 (version 1.101)

                            Version 1.108 is now available! Read about the new features and fixes from December. Release date: June 12, 2025 Security update: The following extension has security updates: ms-python.python. Update 1.101.1: The update addresses these issues. Update 1.101.2: The update addresses these issues. Downloads: Windows: x64 Arm64 | Mac: Universal Intel silicon | Linux: deb rpm tarball Arm snap Welcome t

                              May 2025 (version 1.101)
                            • uv is the best thing to happen to the Python ecosystem in a decade - Blog - Dr. Emily L. Hunt

                              uv is the best thing to happen to the Python ecosystem in a decade Programming 23 October 2025 | Reading time: 6 minutes It’s 2025. Does installing Python, managing virtual environments, and synchronizing dependencies between your colleagues really have to be so difficult? Well… no! A brilliant new tool called uv came out recently that revolutionizes how easy installing and using Python can be. uv

                                uv is the best thing to happen to the Python ecosystem in a decade - Blog - Dr. Emily L. Hunt
                              • Announcing Amazon Aurora PostgreSQL serverless database creation in seconds | Amazon Web Services

                                AWS News Blog Announcing Amazon Aurora PostgreSQL serverless database creation in seconds At re:Invent 2025, Colin Lazier, vice president of databases at AWS, emphasized the importance of building at the speed of an idea—enabling rapid progress from concept to running application. Customers can already create production-ready Amazon DynamoDB tables and Amazon Aurora DSQL databases in seconds. He p

                                  Announcing Amazon Aurora PostgreSQL serverless database creation in seconds | Amazon Web Services
                                • July 2022 (version 1.70)

                                  Join a VS Code Dev Days event near you to learn about AI-assisted development in VS Code. Update 1.70.1: The update addresses these issues. Update 1.70.2: The update addresses these issues. Update 1.70.3: This update is only available for Windows 7 users and is the last release supporting Windows 7. Downloads: Windows: x64 Arm64 | Mac: Universal Intel silicon | Linux: deb rpm tarball Arm snap Welc

                                    July 2022 (version 1.70)
                                  • How to improve Python packaging, or why fourteen tools are at least tw

                                    There is an area of Python that many developers have problems with. This is an area that has seen many different solutions pop up over the years, with many different opinions, wars, and attempts to solve it. Many have complained about the packaging ecosystem and tools making their lives harder. Many beginners are confused about virtual environments. But does it have to be this way? Are the current

                                    • April 2025 (version 1.100)

                                      Version 1.108 is now available! Read about the new features and fixes from December. Release date: May 8, 2025 Update: Enable Next Edit Suggestions (NES) by default in VS Code Stable (more...). Update 1.100.1: The update addresses these security issues. Update 1.100.2: The update addresses these issues. Update 1.100.3: The update addresses these issues. Downloads: Windows: x64 Arm64 | Mac: Univers

                                        April 2025 (version 1.100)
                                      • August 2023 (version 1.82)

                                        Update 1.82.1: The update addresses this security issue. Update 1.82.2: The update addresses these issues. Update 1.82.3: The update addresses this security issue. Downloads: Windows: x64 Arm64 | Mac: Universal Intel silicon | Linux: deb rpm tarball Arm snap Welcome to the August 2023 release of Visual Studio Code. There are many updates in this version that we hope you'll like, some of the key hi

                                          August 2023 (version 1.82)
                                        • April 2023 (version 1.78)

                                          Update 1.78.1: The update addresses this security issue. Update 1.78.2: The update addresses these issues. Downloads: Windows: x64 Arm64 | Mac: Universal Intel silicon | Linux: deb rpm tarball Arm snap Welcome to the April 2023 release of Visual Studio Code. There are many updates in this version that we hope you'll like, some of the key highlights include: Accessibility improvements - Better scre

                                            April 2023 (version 1.78)
                                          • Real-world gen AI use cases from the world's leading organizations | Google Cloud Blog

                                            AI is here, AI is everywhere: Top companies, governments, researchers, and startups are already enhancing their work with Google's AI solutions. Published April 12, 2024; last updated October 9, 2025. Automotive & Logistics Business & Professional Services Financial Services Healthcare & Life Sciences Hospitality & Travel Manufacturing, Industrial & Electronics Media, Marketing & Gaming Public Sec

                                              Real-world gen AI use cases from the world's leading organizations | Google Cloud Blog
                                            • The Go Programming Language and Environment – Communications of the ACM

                                              Go is a programming language created at Google in late 2007 and released as open source in November 2009. Since then, it has operated as a public project, with contributions from thousands of individuals and dozens of companies. Go has become a popular language for building cloud infrastructure: Docker, a Linux container manager, and Kubernetes, a container deployment system, are core cloud techno

                                              • LLM Powered Autonomous Agents

                                                Date: June 23, 2023 | Estimated Reading Time: 31 min | Author: Lilian Weng Building agents with LLM (large language model) as its core controller is a cool concept. Several proof-of-concepts demos, such as AutoGPT, GPT-Engineer and BabyAGI, serve as inspiring examples. The potentiality of LLM extends beyond generating well-written copies, stories, essays and programs; it can be framed as a powerfu

                                                • The State of Python 2025: Trends and Survey Insights | The PyCharm Blog

                                                  This is a guest post from Michael Kennedy, the founder of Talk Python and a PSF Fellow. Welcome to the highlights, trends, and key actions from the eighth annual Python Developers Survey. This survey is conducted as a collaborative effort between the Python Software Foundation and JetBrains’ PyCharm team. The survey results provide a comprehensive look at Python usage statistics and popularity tre

                                                    The State of Python 2025: Trends and Survey Insights | The PyCharm Blog
                                                  • January 2024 (version 1.86)

                                                    Update 1.86.2: The update addresses these issues. Update 1.86.1: The update addresses these issues. Downloads: Windows: x64 Arm64 | Mac: Universal Intel silicon | Linux: deb rpm tarball Arm snap Welcome to the January 2024 release of Visual Studio Code. There are many updates in this version that we hope you'll like, some of the key highlights include: Per-window zoom levels - Adjust the zoom leve

                                                      January 2024 (version 1.86)
                                                    • Deep Research再現実装をDeep Research以上に詳しく検証してみた - AKARI Tech Blog

                                                      はじめに こんばんは! 今週のAKARI Tech Blogは、DX Solution 事業本部 Dev の許が担当いたします。 先日OpenAIが「Deep Research」を公開し、その驚異的な文献調査能力が話題となりましたね! 皆様使っていますでしょうか。 これまでひいこら言いながらインターネット検索していた時代と比べると、「Deep Research お願いします!」で、それなりの分析レポートが出てくることに隔世の感を感じますね。 これだけ性能の良いものが出てきた以上、仕組みが気になるところ。できることなら、自分たちでも再現実装してみたい! しかし例によってOpenAIは実装をオープンにはしてくれない……。 そこで登場するのが、Deep ResearchのOSS再現プロジェクトたち! まずは Deep ResearchにOpenな再現実装について聞いてみましょうか。 ChatGP

                                                        Deep Research再現実装をDeep Research以上に詳しく検証してみた - AKARI Tech Blog
                                                      • Introducing the AWS Integrated Application Test Kit (IATK) | Amazon Web Services

                                                        AWS Compute Blog Introducing the AWS Integrated Application Test Kit (IATK) This post is written by Dan Fox, Principal Specialist Solutions Architect, and Brian Krygsman, Senior Solutions Architect. Today, AWS announced the public preview launch of the AWS Integrated Application Test Kit (IATK). AWS IATK is a software library that helps you write automated tests for cloud-based applications. This

                                                          Introducing the AWS Integrated Application Test Kit (IATK) | Amazon Web Services
                                                        • 0.10.0 Release Notes ⚡ The Zig Programming Language

                                                          Tier 4 Support § Support for these targets is entirely experimental. If this target is provided by LLVM, LLVM may have the target as an experimental target, which means that you need to use Zig-provided binaries for the target to be available, or build LLVM from source with special configure flags. zig targets will display the target if it is available. This target may be considered deprecated by

                                                          • Simplify serverless development with console to IDE and remote debugging for AWS Lambda | Amazon Web Services

                                                            AWS News Blog Simplify serverless development with console to IDE and remote debugging for AWS Lambda Today, we’re announcing two significant enhancements to AWS Lambda that make it easier than ever for developers to build and debug serverless applications in their local development environments: console to IDE integration and remote debugging. These new capabilities build upon our recent improvem

                                                              Simplify serverless development with console to IDE and remote debugging for AWS Lambda | Amazon Web Services
                                                            • Boring Python: code quality

                                                              Boring Python: code quality December 19, 2022 Django, Python This is the second in a series of posts I intend to write about how to build, deploy, and manage Python applications in as boring a way as possible. In the first post in the series I gave a definition of what I mean by “boring”, and it’s worth revisiting: I don’t mean “reliable” or “bug-free” or “no incidents”. While there is some overla

                                                                Boring Python: code quality
                                                              • Introducing JavaScript support in MySQL - The Oracle MySQL Blog

                                                                MySQL continues to gear up innovations and now includes rich procedural programming capabilities inside the database. Developers can now write JavaScript stored programs (functions and procedures) in the MySQL database server. The stored programs will be run with the GraalVM run time. This is available as a Preview in MySQL Enterprise Edition and can be downloaded via Oracle Technology Network (OT

                                                                  Introducing JavaScript support in MySQL - The Oracle MySQL Blog
                                                                • July 2025 (version 1.103)

                                                                  Version 1.108 is now available! Read about the new features and fixes from December. Release date: August 7, 2025 Update 1.103.1: The update adds GPT-5 prompt improvements, support for GPT-5 mini, and addresses these issues. Update 1.103.2: The update addresses these issues. Downloads: Windows: x64 Arm64 | Mac: Universal Intel silicon | Linux: deb rpm tarball Arm snap Welcome to the July 2025 rele

                                                                    July 2025 (version 1.103)
                                                                  • October 2025 (version 1.106)

                                                                    Release date: November 12, 2025 Update 1.106.1: The update addresses these issues Update 1.106.2: The update addresses these issues Update 1.106.3: The update addresses these issues Downloads: Windows: x64 Arm64 | Mac: Universal Intel silicon | Linux: deb rpm tarball Arm snap Welcome to the October 2025 release of Visual Studio Code. This release brings significant updates across three key areas:

                                                                      October 2025 (version 1.106)
                                                                    • January 2023 (version 1.75)

                                                                      Version 1.108 is now available! Read about the new features and fixes from December. Update 1.75.1: The update addresses these issues. Downloads: Windows: x64 Arm64 | Mac: Universal Intel silicon | Linux: deb rpm tarball Arm snap Welcome to the January 2023 release of Visual Studio Code. There are many updates in this version that we hope you'll like, some of the key highlights include: Profiles -

                                                                        January 2023 (version 1.75)
                                                                      • Rust on MIPS64 Windows NT 4.0

                                                                        Introduction Some part of me has always been fascinated with coercing code to run in weird places. I scratch this itch a lot with my security research projects. These often lead me to writing shellcode to run in kernels or embedded hardware, sometimes with the only way being through an existing bug. For those not familiar, shellcode is honestly hard to describe. I don’t know if there’s a very form

                                                                          Rust on MIPS64 Windows NT 4.0
                                                                        • xvw.lol - Why I chose OCaml as my primary language

                                                                          This article is a translation, the original version is available here. I started using the OCaml language regularly around 2012, and since then, my interest and enthusiasm for this language have only grown. It has become my preferred choice for almost all my personal projects, and it has also influenced my professional choices. Since 2014, I have been actively participating in public conferences d

                                                                          • Why We Use Julia, 10 Years Later

                                                                            Exactly ten years ago today, we published "Why We Created Julia", introducing the Julia project to the world. At this point, we have moved well past the ambitious goals set out in the original blog post. Julia is now used by hundreds of thousands of people. It is taught at hundreds of universities and entire companies are being formed that build their software stacks on Julia. From personalized me

                                                                              Why We Use Julia, 10 Years Later
                                                                            • Twelve-factor app anno 2022 | Xenit

                                                                              The Twelve-factor app is a methodology for building software-as-a-service apps that was first formulated by developers associated with Heroku. It's been ten years since the first presentation of this methodology. Despite the criticism that it is only applicable to Heroku and similar webapp services, it remains a relevant yard stick for software-as-a-service development. Some of its tenets have bee

                                                                              • Python has too many package managers

                                                                                Python is a wonderful programming language. I’ve used it to build webapps, deep learning models, games, and do numerical computation. However there is one aspect of Python that has been an inexcusable pain-in-the ass over many years. That would be the fragmented Python package and environment management ecosystem, succinctly represented by the following XKCD comic: You see, a lot of other programm

                                                                                • What's New in Emacs 28.1?

                                                                                  Try Mastering Emacs for free! Are you struggling with the basics? Have you mastered movement and editing yet? When you have read Mastering Emacs you will understand Emacs. It’s that time again: there’s a new major version of Emacs and, with it, a treasure trove of new features and changes. Notable features include the formal inclusion of native compilation, a technique that will greatly speed up y