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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

    • The End of Programming as We Know It

      There’s a lot of chatter in the media that software developers will soon lose their jobs to AI. I don’t buy it. It is not the end of programming. It is the end of programming as we know it today. That is not new. The first programmers connected physical circuits to perform each calculation. They were succeeded by programmers writing machine instructions as binary code to be input one bit at a time

        The End of Programming as We Know It
      • 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
              • Adding Python WASI support to Wasm Language Runtimes

                We recently added Python support to Wasm Language Runtimes. This article provides an overview of how Python works in WebAssembly environments and provides a step by step guide on how to use it. At VMware OCTO WasmLabs we want to grow the WebAssembly ecosystem by helping developers adopt this new and exciting technology. Our Wasm Language Runtimes project aims to provide up-to-date, ready-to-run We

                  Adding Python WASI support to Wasm Language Runtimes
                • Introducing Ezno

                  Ezno is an experimental compiler I have been working on and off for a while. In short, it is a JavaScript compiler featuring checking, correctness and performance for building full-stack (rendering on the client and server) websites. This post is just an overview of some of the features I have been working on which I think are quite cool as well an overview on the project philosophy ;) It is still

                    Introducing Ezno
                  • WebAssembly: Docker without containers!

                    This is a companion article to a talk about Docker+WebAssembly that we gave at "Docker Community All Hands 7, Winter Edition" on Dec 15th, 2022. Introduction Recently Docker announced support for WebAssembly in cooperation with WasmEdge. This article will explain what is WebAssembly, why it is relevant to the Docker ecosystem and provide some hands-on examples to try on. We assume you are familiar

                      WebAssembly: Docker without containers!
                    • 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
                            • Docker Security Best Practices: Cheat Sheet

                              Container Runtime SecurityForbid New PrivilegesYour container should never run as privileged, as this would grant it all root capabilities on the host machine. For enhanced security, it is recommended to explicitly forbid the addition of new privileges after container creation using this option: --security-opt=no-new-privileges. Define Fine-grained CapabilitiesBy default, your containers run with

                                Docker Security Best Practices: Cheat Sheet
                              • 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
                                        • You Want Modules, Not Microservices

                                          Blog Home Archive Sections Some of my Favorites (Collections) Management Tips Speaker Tips Developer Relations Thoughts Interop Briefs Some of my Favorites (Individual posts) O/R-M is the Vietnam of Computer Science The Fallacies of Enterprise Computing SSCLI 2.0 Internals Recommended reading list Functional Java On Finding learning The Value of Failure Programming Promises; a Programmer's Hippocr

                                          • 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

                                                • git-sim - Visually simulate Git operations in your own repos with a single terminal command.

                                                  git-sim Visually simulate Git operations in your own repos with a single terminal command. This generates an image (default) or video visualization depicting the Git command's behavior. Command syntax is based directly on Git's command-line syntax, so using git-sim is as familiar as possible. Example: $ git-sim merge <branch> Use cases Visualize Git commands to understand their effects on your rep

                                                    git-sim - Visually simulate Git operations in your own repos with a single terminal command.
                                                  • 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
                                                          • Cognition | How Devin Is Modernizing COBOL at Fortune 500 Companies

                                                            The pressure to modernize COBOL has never been greater. Forty-seven percent of organizations cannot fill their COBOL roles and 92% of COBOL developers plan on retiring by 2030. As a result, over the past eight months, several Fortune 500 companies have staffed Devin on COBOL project — documenting millions of lines of code, migrating a customs workflow from COBOL to AWS Lambda, and refactoring tax

                                                              Cognition | How Devin Is Modernizing COBOL at Fortune 500 Companies
                                                            • 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)
                                                                    • <3 Deno

                                                                      Feb 12, 2023 Deno is a relatively new JavaScript runtime. I find quite interesting and aesthetically appealing, in-line with the recent trend to rein in the worse-is-better law of software evolution. This post explains why. The way I see it, the primary goal of Deno is to simplify development of software, relative to the status quo. Simplifying means removing the accidental complexity. To me, a bi

                                                                      • 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

                                                                            • In Praise of dhh

                                                                              In Praise of dhh November 8, 2025 | #tech #politics A reflection on Ruby’s past, present, and future. This is a long essay. I strongly recommend you read it from the beginning, but to help navigate it I have created this table of contents. Prologue The Past How I Learned To Love Ruby A Breath Of Fresh Air A Shared Worldview The Present Tragedy Strikes Recent Conflict In The Community Strength and

                                                                              • Fun with uv and PEP 723

                                                                                Fun with uv and PEP 723 June 24, 2025 For the longest time, I have been frustrated with Python because I couldn’t use it for one-off scripts. I had to first ensure it was running in an environment where it could find the right Python version and the dependencies installed. That is now a thing of the past. uv¶ If you are not a Pythonista (or one possibly living under a rock), uv is an extremely fas

                                                                                  Fun with uv and PEP 723
                                                                                • 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