LLMによるコード補完の登場 (2021年) GitHub Copilotの登場 我々がよく知るLLMによる支援はまず GitHub Copilot から始まりました。これはGPT-3 (OpenAI Codex, 現在のCodexと名前が同じで本当にややこしい) をベースとしたコード補完システムで、タイピングをしていると自動的にその行の続きを予測してくれるものです autocompleteとの違い それ以前にもIntelliSenseのようなautocompleteがありましたし、より進歩したn-gramなどを用いたものはありましたが、LLMをベースとしたものはTabnine (Tabnineは初期はn-gramモデル) やCopilotからとなります チャットベースのコードアシストの時代 (2022-2023年) ChatGPTの登場 ChatGPT以降、チャットによる対話形式でコード
何年後かの自分へ こんにちは、のんピ(@non____97)です。 業務で使用する新しいMacが届きました。 新しいMacを初期セットアップするにあたって「今の設定どうだったっけ...」と調べる時間が結構かかってしまいました ということで何年後かの自分がまた新しいMacに乗り換える際に手間取らないように、設定した内容を書き記しておきます。 移行先のMacの情報は以下の通りです。M1 Max、嬉しい。 # OSのバージョンの確認 > sw_vers ProductName: macOS ProductVersion: 12.4 BuildVersion: 21F79 # カーネルのバージョン確認 > uname -r 21.5.0 # CPUのアーキテクチャの確認 > uname -m arm64 # CPUの詳細確認 > sysctl -a machdep.cpu machdep.cpu.
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
ClineとRoo Codeで何が違うのか
本日Plusプランに落ちてきたDeep Searchを使って、早速ClineとRoo Codeの違いを調べて貰いました。 Deep Searchが結構しっかりとした所まで調べてくれたので、以下の転記します。 今のところ(2025/2/26)時点では、Roo Codeを使っておいた方が恩恵がありそうです。 以下転記。 1. 機能の違い ClineもRoo Codeも、VSCode内で動作するAIコーディングエージェントであり、自然言語の指示からコードの生成や編集を行う点は共通しています ( Cline - Visual Studio Marketplace ) ( Roo Code (prev. Roo Cline) - Visual Studio Marketplace )。しかし、いくつかの機能面で違いがあります。 共通機能: 両者ともプロジェクト全体を解析し、ファイルを読み書きしたり、
Today, we are excited to announce the launch of .NET 10, the most productive, modern, secure, intelligent, and performant release of .NET yet. It’s the result of another year of effort from thousands of developers around the world. This release includes thousands of performance, security, and functional improvements across the entire .NET stack-from languages and developer tools to workloads-enabl
2025: The year in LLMs
31st December 2025 This is the third in my annual series reviewing everything that happened in the LLM space over the past 12 months. For previous years see Stuff we figured out about AI in 2023 and Things we learned about LLMs in 2024. It’s been a year filled with a lot of different trends. The year of “reasoning” The year of agents The year of coding agents and Claude Code The year of LLMs on th
Update 1.99.1: The update addresses these security issues. Update 1.99.2: The update addresses these issues. Update 1.99.3: The update addresses these issues. Downloads: Windows: x64 Arm64 | Mac: Universal Intel silicon | Linux: deb rpm tarball Arm snap Welcome to the March 2025 release of Visual Studio Code. There are many updates in this version that we hope you'll like, some of the key highligh
GitHub Agentic Workflows are now in technical preview - GitHub Changelog
GitHub Agentic Workflows let you automate repository tasks using AI agents that run within GitHub Actions. Write workflows in plain Markdown instead of complex YAML, and let AI handle intelligent decision-making for issue triage, pull request reviews, CI failure analysis, and repository maintenance. By adding Markdown files to .github/workflows/, you can describe automation goals in natural langua
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
Update 1.97.1: The update addresses these security issues. Update 1.97.2: The update addresses these issues. Downloads: Windows: x64 Arm64 | Mac: Universal Intel silicon | Linux: deb rpm tarball Arm snap Welcome to the January 2025 release of Visual Studio Code. There are many updates in this version that we hope you'll like, some of the key highlights include: Next Edit Suggestions (preview) - Co
Dev environments should be cattle, not pets. It looks likely that in future, most development will not be done on localhost, the most precious pet of all. See reactions on Hacker News and Twitter. Aug 2022 update: I did an extended interview on InfoQ with Daniel Bryant! Sep 2022 update: I did an interview with Richard McManus of The New Stack! Make the ultimate developer experience wishlist for th
I recently shipped Context, a native macOS app for debugging MCP servers. The goal was to build a useful developer tool that feels at home on the platform, powered by Apple's SwiftUI framework. I've been building software for the Mac since 2008, but this time was different: Context was almost 100% built by Claude Code1. There is still skill and iteration involved in helping Claude build software,
What I learned building an opinionated and minimal coding agent
What I learned building an opinionated and minimal coding agent 2025-11-30 It's not much, but it's mine Table of contents In the past three years, I've been using LLMs for assisted coding. If you read this, you probably went through the same evolution: from copying and pasting code into ChatGPT, to Copilot auto-completions (which never worked for me), to Cursor, and finally the new breed of coding
Pyrefly v1.0 is here! | Pyrefly
Today we are pleased to share that Pyrefly, our open source type checker and language server for Python, has reached stable version 1 status, meaning we are confident that Pyrefly is ready for production use. Pyrefly is a Python code analysis tool for helping you find bugs in your code, provide structure for your AI agents and give you faster navigation in your IDE. It was first released as an alp
Enabling continuous workflows for AWS App Runner service with persistency using AWS Copilot CLI | Amazon Web Services
Containers Enabling continuous workflows for AWS App Runner service with persistency using AWS Copilot CLI We recently launched a new service called AWS App Runner, the simplest way to build and run your containerized stateless web application on AWS. App Runner provisions and manages all the required resources for you to run containers such as build pipelines, load balancers, scaling in and out,
What I learned building an opinionated and minimal coding agent
What I learned building an opinionated and minimal coding agent 2025-11-30 It's not much, but it's mine Table of contents In the past three years, I've been using LLMs for assisted coding. If you read this, you probably went through the same evolution: from copying and pasting code into ChatGPT, to Copilot auto-completions (which never worked for me), to Cursor, and finally the new breed of coding
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:
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 -
GitHub Copilot app is now available in technical preview - GitHub Changelog
Menu. Currently selected: 🧭 Start from GitHub context The GitHub Copilot app is now in technical preview. It’s a GitHub-native desktop experience to start agentic development from the work in front of you, keep it isolated, steer it as it goes, and land the change through pull request review. 🧭 Start from GitHub context Your work already lives in GitHub. Sessions start from those artifacts too.
Try this Get started with AI Follow a hands-on tutorial to build your first app with AI in VS Code. Start tutorial Customize AI Explore all the ways to tailor the AI experience to your workflow. Open Customization Overview GitHub Copilot brings AI agents to Visual Studio Code. Describe what you want to build, and an agent plans the approach, writes the code, and verifies the result across your ent
Who doesn’t love a good front-end tool? In this roundup, you’ll find useful front-end tools that were popular last year and will help you speed up your development workflow. Let’s dive in! Over the past 12 months, I’ve shared hundreds of tools in my newsletter, Web Tools Weekly. I feature tons of practical libraries, helpers, and other useful things for front-end and full-stack developers. These t
GitHub - marimo-team/marimo: A reactive notebook for Python — run reproducible experiments, query with SQL, execute as a script, deploy as an app, and version with git. Stored as pure Python. All in a modern, AI-native editor.
A reactive Python notebook that's reproducible, git-friendly, and deployable as scripts or apps. Docs · Discord · Examples · Gallery · YouTube English | 繁體中文 | 简体中文 | 日本語 | Español marimo is a reactive Python notebook: run a cell or interact with a UI element, and marimo automatically runs dependent cells (or marks them as stale), keeping code and outputs consistent. marimo notebooks are stored as
Update 1.87.1: The update addresses these issues. Update 1.87.2: The update addresses this security issue. Downloads: Windows: x64 Arm64 | Mac: Universal Intel silicon | Linux: deb rpm tarball Arm snap Welcome to the February 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: Voice dictation in editor - Use your
Building docfind: Fast Client-Side Search with Rust and WebAssembly
Version 1.108 is now available! Read about the new features and fixes from December. January 15, 2026 by João Moreno If you've visited the VS Code website recently, you might have noticed something new: a fast, responsive search experience that feels almost instant. Behind that experience is docfind, a search engine we built that runs entirely in your browser using WebAssembly. In this post, I wan
Motivation Ever since TJ said “Personalized Development Environment,” the phrase latched onto me like a cobweb in a mineshaft. A Personalized Development Environment (PDE) describes an ideal setup that is tailored to your needs and preferences – it lies between a bare-bone text editor and a full-fledged IDE. It is a place where you can be productive, efficient, and comfortable. It is a place that
An AI-native software engineer is one who deeply integrates AI into their daily workflow, treating it as a partner to amplify their abilities. This requires a fundamental mindset shift. Instead of thinking “AI might replace me” an AI-native engineer asks for every task: “Could AI help me do this faster, better, or differently?”. The mindset is optimistic and proactive - you see AI as a multiplier
January 4, 2026 AI coding assistants became game-changers in 2025, but harnessing them effectively takes skill and structure. These tools dramatically increased what LLMs can do for real-world coding, and many developers (myself included) embraced them. At Anthropic, for example, engineers adopted Claude Code so heavily that today ~90% of the code for Claude Code is written by Claude Code itself.
Matt Ferraro
This project is discontinued. The github repos are still available as archives, but no deployment is maintained and no PRs will be accepted. You can still join the Discord if you want but it is not active. We’re building a new open-source CAD program. We’ve gotten pretty far, but we need your help. If you’d like to join the effort, join the Discord! What Does It Take? To build a 3D parametric CAD
Expert used ChatGPT-4o to create a replica of his passport in just 5 minutes bypassing KYC
SECURITY AFFAIRS MALWARE NEWSLETTER ROUND 41 | Security Affairs newsletter Round 519 by Pierluigi Paganini – INTERNATIONAL EDITION | China admitted its role in Volt Typhoon cyberattacks on U.S. infrastructure | Symbolic Link trick lets attackers bypass FortiGate patches, Fortinet warns | Attackers are exploiting recently disclosed OttoKit WordPress plugin flaw | Laboratory Services Cooperative dat
marimo
Developer experience is core to marimo, with an emphasis on reproducibility, maintainability, composability, and shareability. Highlights¶ 🚀 batteries-included: replaces jupyter, streamlit, jupytext, ipywidgets, papermill, and more ⚡️ reactive: run a cell, and marimo reactively runs all dependent cells or marks them as stale 🖐️ interactive: bind sliders, tables, plots, and more to Python — no ca
Follow us on LinkedIn, X, Bluesky Release date: May 20, 2026 Downloads: Windows: x64 Arm64 | Mac: Universal Intel silicon | Linux: deb rpm tarball Arm snap Welcome to the 1.121 release of Visual Studio Code. This release adds built-in Mermaid and HTML previews, streamlines terminal tool behavior for agents, and lets you run agent sessions on remote machines. Remote agents: Monitor and control agen
GitHub - taishi-i/awesome-ChatGPT-repositories: A curated list of resources dedicated to open source GitHub repositories related to ChatGPT and OpenAI API
awesome-chatgpt-api - Curated list of apps and tools that not only use the new ChatGPT API, but also allow users to configure their own API keys, enabling free and on-demand usage of their own quota. awesome-chatgpt-prompts - This repo includes ChatGPT prompt curation to use ChatGPT better. awesome-chatgpt - Curated list of awesome tools, demos, docs for ChatGPT and GPT-3 awesome-totally-open-chat
Follow us on LinkedIn, X, Bluesky | Release date: April 29, 2026 Downloads: Windows: x64 Arm64 | Mac: Universal Intel silicon | Linux: deb rpm tarball Arm snap Welcome to the 1.118 release of Visual Studio Code. This release expands where you can work with Copilot agents and makes them more efficient. Here are the highlights for this release: Remote control: Track and control your ongoing Copilot
GitHub - jamesmurdza/awesome-ai-devtools: Curated list of AI-powered developer tools.
Full development environments with AI for code generation, chat, and debugging: Cursor — An IDE with chat, edit, generate and debug features. Forked from VSCodium, so the interface is similar to VS Code. Uses OpenAI. Windsurf — An IDE with chat, edit, generate and debug features. Forked from VSCodium, so the interface is similar to VS Code. Formerly known as Codeium. Zed — A high-performance, mult
Version 1.107 is now available! Read about the new features and fixes from November. Release date: December 10, 2025 Update 1.107.1: The update improves the agent sessions experience, adds an agent workflow tutorial, and addresses these issues. The key highlights include: Agent sessions view defaults to side-by-side and remembers your toggle state. Agent sessions that require your input are now cl
How I Use AI to Code
Updated 22 April 2026. This replaces the August 2025 version, which is archived at Coding with AI: How To Do It Well And What It Means For The Industry. If you are still tied to your IDE, whether Cursor or Copilot, you are working a year behind. Coding turned out to be AI’s home territory. The best tooling has moved out of the editor and onto the command line, and the senior engineer’s job is to t
User Guide Getting Started System Dependencies Usage Examples Demos Automation Projects Tools Commands CLI Reference Configuration Providers Custom Providers Security Considerations Agents & Extensibility Features Core Concepts Glossary Agents Server MCP ACP (Agent Client Protocol) Lessons Skills Developer Guide Contributing Building Executables Custom Tools Hooks Plugin System Prompts API Referen
Release date: July 9, 2025 Update 1.102.1: The update addresses these issues. Update 1.102.2: The update addresses these issues. Update 1.102.3: The update addresses these issues. Downloads: Windows: x64 Arm64 | Mac: Universal Intel silicon | Linux: deb rpm tarball Arm snap Welcome to the June 2025 release of Visual Studio Code. There are many updates in this version that we hope you'll like, some
IDE勢が並列エージェント化、SDD勢が整合性駆動化、4月に黒船が5隻同時に来たので将軍視点で業界マップ整理した
オレが寝てる間に。 オレ「マジで言ってる？」 整理すると、業界は今 「IDE化」と「SDD化」の二軸で殴り合ってる。本記事はこの2軸を将軍視点でマッピングして、ついでにオレの立ち位置を3秒で説明する自分用整理メモ。 軸1: IDE勢の「並列エージェント化」 各社が「複数エージェントを並べて走らせる」を公式機能として標準実装してきた。 Claude Code (Anthropic) ⚠️ Agent Teams (CLAUDE_CODE_EXPERIMENTAL_AGENT_TEAMS=1) — lead session が teammates を spawn、shared task list、mailbox messaging、file locking で race condition 回避、tmux/iTerm2 で split pane 表示、TeammateIdle / TaskCr
Release date: March 18, 2026 Downloads: Windows: x64 Arm64 | Mac: Universal Intel silicon | Linux: deb rpm tarball Arm snap Welcome to the 1.112 release of Visual Studio Code. This release includes various improvements across the agent and developer experience. Integrated browser debugging: debug web apps end-to-end without leaving VS Code. Copilot CLI permissions: give Copilot CLI sessions more a
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Coding Agentについてのまとめ (2026年1月)
ぼくのMac環境 ver.のんピ | DevelopersIO
Announcing .NET 10 - .NET Blog
March 2025 (version 1.99)
April 2023 (version 1.78)
January 2025 (version 1.97)
The End of Localhost
I Shipped a macOS App Built Entirely by Claude Code
October 2025 (version 1.106)
January 2023 (version 1.75)
GitHub Copilot in VS Code
Top Front-End Tools Of 2023 — Smashing Magazine
February 2024 (version 1.87)
An Experienced (Neo)Vimmer's Workflow
The AI-Native Software Engineer
My LLM coding workflow going into 2026
Visual Studio Code 1.121
Visual Studio Code 1.118
November 2025 (version 1.107)
gptme documentation — gptme
June 2025 (version 1.102)
Visual Studio Code 1.112