MCPでLLMに行動させる - Terraformを例とした tfmcp の紹介 - じゃあ、おうちで学べる
はじめに こんにちは！今回は、私が最近開発した tfmcp というツールを紹介します。これは Terraform を LLM（大規模言語モデル）から操作できるようにするツールで、Model Context Protocol (MCP) を活用しています。 github.com このブログが良ければ読者になったり、GitHub リポジトリにStarをいただけると開発の励みになります。nwiizoをフォロワーしてくれるのもありがたいです。より良いツール開発のためのフィードバックもお待ちしています！ MCP とは何か？ 記事を始める前に、まず MCP (Model Context Protocol) について簡単に説明しましょう。MCP についてより詳しい情報は、公式ドキュメント modelcontextprotocol.io や Anthropic の Model Context Protoc
Developers are increasingly relying on AI coding assistants to accelerate our daily workflows. These tools can autocomplete functions, suggest bug fixes, and even generate entire modules or MVPs. Yet, as many of us have learned, the quality of the AI’s output depends largely on the quality of the prompt you provide. In other words, prompt engineering has become an essential skill. A poorly phrased
AI関連、競合は現れども、性能的にやはりOpenAI一強なのかなぁというところに現れたAnthropic Claude 3は、確かに明らかに性能がいい、GPT-4を凌駕している……！というわけで大いに気に入った（ついでに最近のOpenAIのムーブが気に入らない）ので、C#で使い倒していきたい！そこで、まずはSDKがないので非公式SDKを作りました。こないだまでプレビュー版を流していたのですが、今回v1.0.0として出します。ライブラリ名は、Claudeだから、Claudiaです！.NET全般で使えるのと、Unity(Runtime/Editor双方)でも動作確認をしているので、アイディア次第で色々活用できると思います。 GitHub - Cysharp/Claudia 今回のSDKを作るにあたっての設計指針の一番目は、公式のPython SDKやTypeScript SDKと限りなく似せる
> 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
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
TL;DR; We are changing std::sort in LLVM’s libcxx. That’s a long story of what it took us to get there and all possible consequences, bugs you might encounter with examples from open source. We provide some benchmarks, perspective, why we did this in the first place and what it cost us with exciting ideas from Hyrum’s Law to reinforcement learning. All changes went into open source and thus I can
Update 1.69.1: The update addresses these issues. Update 1.69.2: The update addresses these issues. Downloads: Windows: x64 Arm64 | Mac: Universal Intel silicon | Linux: deb rpm tarball Arm snap Welcome to the June 2022 release of Visual Studio Code. There are many updates in this version that we hope you'll like, some of the key highlights include: 3-way merge editor - Resolve merge conflicts wit
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
Can AI do theoretical physics? In this guest post, professor of physics Matthew Schwartz decided to find out by supervising Claude through a real research calculation, start to finish, without ever touching a file himself. His account of what happened is below. SummaryI guided Claude Opus 4.5 through a real theoretical physics calculation, encapsulating the complexity of code and computations behi
Join a VS Code Dev Days event near you to learn about AI-assisted development in VS Code. Update 1.67.1: The update addresses this security issue. Update 1.67.2: The update addresses these issues. Downloads: Windows: x64 Arm64 | Mac: Universal Intel silicon | Linux: deb rpm tarball Arm snap Welcome to the April 2022 release of Visual Studio Code. There are many updates in this version that we hope
Update 1.80.1: The update addresses these issues. Update 1.80.2: The update addresses this security issue. Downloads: Windows: x64 Arm64 | Mac: Universal Intel silicon | Linux: deb rpm tarball Arm snap Welcome to the June 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 - Accessible V
Patterns for Building LLM-based Systems & Products [ llm engineering production 🔥 ] · 66 min read Discussions on HackerNews, Twitter, and LinkedIn “There is a large class of problems that are easy to imagine and build demos for, but extremely hard to make products out of. For example, self-driving: It’s easy to demo a car self-driving around a block, but making it into a product takes a decade.”
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
A Walk with LuaJIT
The following is a chronicle of implementing a general purpose zero-instrumentation BPF based profiler for LuaJIT. Some assumptions are made about what this entails and it may be helpful to read some of our other work in this area. One major change from prior efforts is that instead of working with the original Parca unwinder we are now working with the OpenTelemetry eBPF profiler. If you missed t
The joy of building a ray tracer, for fun, in Rust. // flurries of latent creativity
TLDR? You can find the code and a bunch of examples on GitHub at dps/rust-raytracer. Over the holiday break, I decided to learn Rust. Rust is a modern systems programming language which has a really interesting type system. The type system can catch broad classes of common programming mistakes - e.g. ensuring memory is accessed safely - at compile time while generating tight, performant machine co
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
Delimiter-first code
Summary I argue for wider usage of delimiter-first in the code three friends [tic, tac, toe] becomes three friends ・tic ・tac ・toe. A new top-level syntax for programming languages is proposed to show advantages of this method. New syntax is arguably as simple, but more consistent, better preserves visual structure and solves some issues in code formatting. Related: comma-first formatting A well-kn
The many, many, many JavaScript runtimes of the last decade
This last decade has seen an inundation of new JavaScript runtimes (and engines in equal measure), enabling us to run JavaScript in all manner of contexts with precise fitness for task. Through these, we've seen the language spread to the Cloud, the edge, Smart TVs, mobile devices, and even microcontrollers. In this article, we'll explore what's driving this diversity, and why no one runtime or en
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
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
cuTile Pythonで始めるGPUプログラミング & 倍精度行列積(DGEMM)エミュレーションを実装してみた。 - Insight Edge Tech Blog
こんにちは、Insight Edgeでデータサイエンティストをしている新見です。 cuTile Pythonとは 背景 特徴 従来のCUDA（SIMT）との違い 文法 TileGymで行列積ベンチマーク 倍精度行列積エミュレーション Ozaki Schemeについて 分解(Split) 行列積の計算 素朴な実装と初回結果 最適化 Fast Mode（GEMMの削減） Fused Split Kernel（分割の融合） 最適化後の結果 dによる精度/速度トレードオフ まとめ 参考文献 今回はNVIDIAが発表したばかりの「cuTile Python」を試してみました。普段は、GPUカーネルを業務で書くことはありませんが、cuTileはPythonで書かれていて、文法もシンプルなようなので、GPUプログラミングの勉強の意味も含めて記事にしました。 cuTile Pythonとは cuTile
Why People are Angry over Go 1.23 Iterators - gingerBill
NOTE: This is based on, but completely rewritten, from a Twitter post: https://x.com/TheGingerBill/status/1802645945642799423 TL;DR It makes Go feel too “functional” rather than being an unabashed imperative language. I recently saw a post on Twitter showing the upcoming Go iterator design for Go 1.23 (August 2024). From what I can gather, many people seem to dislike the design. I wanted to give m
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
agent loop ���� �G�� You are Manus, an AI agent created by the Manus team. You excel at the following tasks: 1. Information gathering, fact-checking, and documentation 2. Data processing, analysis, and visualization 3. Writing multi-chapter articles and in-depth research reports 4. Creating websites, applications, and tools 5. Using programming to solve various problems beyond development 6. Vario
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
Eliciting Reasoning in Language Models with Cognitive Tools Brown Ebouky IBM Research - Zurich ETH Zurich Brown.Ebouky@ibm.com Andrea Bartezzaghi IBM Research - Zurich abt@zurich.ibm.com Mattia Rigotti IBM Research - Zurich mrg@zurich.ibm.com Abstract The recent advent of reasoning models like OpenAI’s o1 was met with excited spec- ulation by the AI community about the mechanisms underlying these
In "Software Engineering - The Soft Parts" Addy Osmani shares lessons from his first 10 years at Google on the "soft skills" that can help engineers become effective and scale their effectiveness. This guidance should help junior, mid-career and even senior developers move forward, deal with changing technology, and navigate building non-trivial systems. Today I'll share some of the software engin
Automated Testing in Machine Learning Projects [Best Practices for MLOps]
Neptune Blog Automated Testing in Machine Learning Projects [Best Practices for MLOps] Automated testing in machine learning is a very useful segment of the ML project which can make some long-term differences. Probably underrated in the early stages of development, it gets attention only in the late stages, when the system starts to break apart with annoying bugs which only grow with time. To eas
![Automated Testing in Machine Learning Projects [Best Practices for MLOps]](https://cdn-ak-scissors.b.st-hatena.com/image/square/511179aad1767b982b51cabfdaca560c1afc33da/backend=imagemagick;height=288;version=1;width=512/https%3A%2F%2Fneptune.ai%2Fwp-content%2Fuploads%2F2022%2F07%2Fblog_feature_image_008809_5_4_4_3.jpg)
【GROMACS】Umbrella samplingによるMD simulation 【In silico創薬】【SMD】 - LabCode
Umbrella Samplingの概要と目的Umbrella Samplingは、分子がめったに起こさないような状態変化（たとえば、タンパク質同士が離れるなど）を詳しく調べるための計算手法です。通常の分子動力学（MD）では、エネルギー的に安定な状態にとどまりやすく、重要な変化が起こる確率が低いため、十分な情報が得られません。 たとえば、タンパク質AとBがくっついている状態から、少しずつ離れていく様子を観察したいとき、まずAとBを少しずつ引き離すSteered Molecular Dynamics（SMD）などのシミュレーションで、さまざまな距離の構造を取得します。その中から、0.5nm、0.7nm、0.9nmなど、特定の距離ごとに「窓（window）」を設定し、それぞれの距離でバネのような力をかけてMDシミュレーションを行います。これにより、その距離での分子の振る舞いをしっかり観察できま
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 -
Update 1.60.1: The update addresses these issues. Update 1.60.2: The update addresses these issues. Downloads: Windows: x64 Arm64 | Mac: Universal Intel silicon | Linux: deb rpm tarball Arm snap Welcome to the August 2021 release of Visual Studio Code. There are many updates in this version that we hope you will like, some of the key highlights include: Automatic language detection - Programming l
I recently spoke to a developer who tried blogging but gave up because nobody was reading his posts. I checked out his blog, and it was immediately obvious why he didn’t have any readers. The developer had interesting insights, but he made so many mistakes in presenting his ideas that he was driving everyone away. The tragedy was that these errors were easy to fix. Once you learn to recognize them
July 2, 2025 Volume 23, issue 3 PDF When Is WebAssembly Going to Get DOM Support? Or, how I learned to stop worrying and love glue code Daniel Ehrenberg Is WebAssembly (Wasm) really ready for production usage in web applications, even though that usage requires integration with a web page and the APIs used to manipulate it, such as the DOM? Simultaneously, the answer to this question is that "Wasm
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
Amazon FSx for NetApp ONTAPファイルシステム上のiSCSI LUNをマウントしてみた | DevelopersIO
Amazon FSx for NetApp ONTAPは単純なファイルサーバーじゃないぞ こんにちは、のんピ(@non____97)です。 皆さんはMulti-AZのEBSボリュームを欲しいなと思ったことはありますか? 私はあります。 EBSボリュームはAZ単位なのでAZ障害のことを考えるとちょっと心配です。かと言って自分でブロックレベルのレプリケーションを実装するのも何だか大変です。 そこで、Amazon FSx for NetApp ONTAPの出番です。 Amazon FSx for NetApp ONTAPはファイルサーバーとしての機能だけではなく、ブロックストレージとしての機能も有しています。 Q: Amazon FSx for NetApp ONTAP はどのプロトコルをサポートしていますか? A: Amazon FSx for NetApp ONTAP は、ネットワークファイ
A few years ago I blogged about custom tree-sitter-based syntax highlighting in emacs. I started out with highlighting certain keywords in red. I wanted to show the keywords that interrupt control flow: Screenshot showing syntax highlighting of keywords in black or red I highlight regular keywords (while, if) in bold. I highlight control flow interrupting keywords (return, continue) in red. That's
Best Practices for Writing Step Functions Terraform Projects | Amazon Web Services
AWS DevOps & Developer Productivity Blog Best Practices for Writing Step Functions Terraform Projects Terraform by HashiCorp is one of the most popular infrastructure-as-code (IaC) platforms. AWS Step Functions is a visual workflow service that helps developers use AWS services to build distributed applications, automate processes, orchestrate microservices, and create data and machine learning (M
Update 1.73.1: The update addresses these issues. Downloads: Windows: x64 Arm64 | Mac: Universal Intel silicon | Linux: deb rpm tarball Arm snap Welcome to the October 2022 release of Visual Studio Code. There are many updates in this version that we hope you'll like, some of the key highlights include: Search include/exclude folders - Quickly set folders to include/exclude in the tree view. Comma
Context Engineering - Short-Term Memory Management with Sessions from OpenAI Agents SDK
Prerequisites Before running this cookbook, you must set up the following accounts and complete a few setup actions. These prerequisites are essential to interact with the APIs used in this project. Step0: OpenAI Account and OPENAI_API_KEY Purpose: You need an OpenAI account to access language models and use the Agents SDK featured in this cookbook. Action: Sign up for an OpenAI account if you don
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The Prompt Engineering Playbook for Programmers
neue cc - Claudia - Anthropic ClaudeのC# SDKと現代的なC#によるウェブAPIクライアントの作り方
OOP: the worst thing that happened to programming
Changing std::sort at Google’s Scale and Beyond
June 2022 (version 1.69)
March 2025 (version 1.99)
Vibe physics: The AI grad student
April 2022 (version 1.67)
June 2023 (version 1.80)
Patterns for Building LLM-based Systems & Products
July 2022 (version 1.70)
August 2023 (version 1.82)
April 2023 (version 1.78)
January 2024 (version 1.86)
Manus tools and prompts
0.10.0 Release Notes ⚡ The Zig Programming Language
Eliciting Reasoning in Language Models with Cognitive Tools
Software Engineering - The Soft Parts
October 2025 (version 1.106)
January 2023 (version 1.75)
August 2021 (version 1.60)
How to Write Blog Posts that Developers Read
When Is WebAssembly Going to Get DOM Support? - ACM Queue
What's New in Emacs 28.1?
Emacs Tree-sitter custom highlighting, part 1
October 2022 (version 1.73)