Programming is an iterative process. As much as we would like to come up with the perfect solution from the start, it rarely works that way. Good programs often begin as quick prototypes. While many experiments remain prototypes, the best programs can evolve into production code. Whether you’re writing games, CLI tools, or designing library APIs, prototyping helps tremendously in finding the best
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
June 5, 2023 by Dirk Bäumer VS Code for the Web (https://vscode.dev) has been available for some time now and it has always been our goal to support the full edit / compile / debug cycle in the browser. This is relatively easy for languages like JavaScript and TypeScript since browsers ship with a JavaScript execution engine. It is harder for other languages since we must be able to execute (and t
AST vs. Bytecode: Interpreters in the Age of Meta-Compilation
233 AST vs. Bytecode: Interpreters in the Age of Meta-Compilation OCTAVE LAROSE, University of Kent, UK SOPHIE KALEBA, University of Kent, UK HUMPHREY BURCHELL, University of Kent, UK STEFAN MARR, University of Kent, UK Thanks to partial evaluation and meta-tracing, it became practical to build language implementations that reach state-of-the-art peak performance by implementing only an interprete
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
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
はじめに お疲れ様です。矢儀 @yuki_ink です。 こちらのAWS公式ハンズオンをやってみました。 ECSとFargate/EC2を利用した環境構築から、CI/CDパイプラインを利用したデプロイまで、一通り体験できる素晴らしいハンズオンでした。 次のようなみなさんにおすすめです。 ECSを知識として知ってはいるが、実際に触ったことがない コンテナの何が優れているのか、実感を持っては理解できない CI/CDパイプラインでコンテナをデプロイしてみたい ハンズオンで構築する環境の構成イメージはこちら。 1. VS Code Serverの構築 このハンズオンでは、開発環境として Visual Studio Code Server (VS Code Server) を利用するとのことで、まず、CloudFormationでVS Code Serverを構築していきます。 ハンズオンページの
Anthropic’s Claude 3 Haiku model is now available on Amazon Bedrock | Amazon Web Services
AWS News Blog Anthropic’s Claude 3 Haiku model is now available on Amazon Bedrock Last week, Anthropic announced their Claude 3 foundation model family. The family includes three models: Claude 3 Haiku, the fastest and most compact model for near-instant responsiveness; Claude 3 Sonnet, the ideal balanced model between skills and speed; and Claude 3 Opus, the most intelligent offering for top-leve
Python behind the scenes #11: how the Python import system works
If you ask me to name the most misunderstood aspect of Python, I will answer without a second thought: the Python import system. Just remember how many times you used relative imports and got something like ImportError: attempted relative import with no known parent package; or tried to figure out how to structure a project so that all the imports work correctly; or hacked sys.path when you couldn
Why DuckDB
There are many database management systems (DBMS) out there. But there is no one-size-fits-all database system. All take different trade-offs to better adjust to specific use cases. DuckDB is no different. Here, we try to explain what goals DuckDB has and why and how we try to achieve those goals through technical means. To start with, DuckDB is a relational (table-oriented) DBMS that supports the
The Pitchfork Story
A bit more than two years ago, as part of my work in Shopify’s Ruby and Rails Infrastructure team, I released a new Ruby HTTP server called Pitchfork. It has a bit of an unusual design and makes hard tradeoffs, so I’d like to explain the thought process behind these decisions and how I see the future of that project. Unicorn’s Design Is Fine Ever since I joined Shopify over 11 years ago, the main
Rules
Rules Control which commands Codex can run outside the sandbox Create a rules file Create a .rules file under ./codex/rules/ (for example, ~/.codex/rules/default.rules). Add a rule. This example prompts before allowing gh pr view to run outside the sandbox. # Prompt before running commands with the prefix `gh pr view` outside the sandbox. prefix_rule( # The prefix to match. pattern = ["gh", "pr",
Introduction: These Aren’t the JSONs You’re Looking For JSON (JavaScript Object Notation) was designed as a simple, lightweight, and human-readable data interchange format, often positioned as a more accessible alternative to XML. It has become the de facto standard for web APIs and system integration. However, while the specification itself is straightforward, different programming languages and
はじめに AWSで定期的なデータ連携バッチを書く方法の一つにAWS Step Functions(以下Step Functions)があります。Step FunctionsはAWS Lambda(以下Lambda)を始めとするAWSの様々なサービスを組み合わせたワークフローを記述できるサービスです。LambdaおよびStep Functionsはバッチ用のサーバを構築・管理する必要がなく安価にサービスを運用できるため、私のチームでも活用しています。 LambdaおよびStep Functionsにはそれぞれ制約があり工夫が必要となる場合もあります。例えばパイプラインを定義するためにASL(Amazon State Language)というDSLを使いますが、ASLで何ができるかを理解するには時間が掛かります。細かい書き方などはすぐ忘れてしまって、以前書いたのを探すのに苦労したりもします。こ
Node isn’t the fastest framework out here. It’s not the slowest either, v8 is doing wonders to its speed, but nevertheless, if we setup an unfair battle between Node and say Rust; Node will lose. If you are interested to compare this approach to WebAssembly, I’ve written a new article on WASM in comparison to native modules. What is Rust? Rust is a multi-paradigm, high-level, general-purpose progr
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Prototyping in Rust | corrode Rust Consulting
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0.8.0 Release Notes ⚡ The Zig Programming Language
August 2021 (version 1.60)
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