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How Does Timecode Vinyl Work? (Pt. 3)

How Does Timecode Vinyl Actually Work? (Pt. 3) Since its release in 2011, the Traktor Control Vinyl MK2 has sparked curiosity among digital DJs and audio developers alike. Its timecode format stands apart from Serato’s, which we explored in the previous posts. With the MK2 system, Native Instruments introduced a more advanced timecode that boosts resolution and accuracy by applying advanced cryptographic techniques. In this post, we’ll break down how it works at a basic level and how Mixxx is

Cognitive load is what matters

Cognitive Load is what matters Readable version | Chinese translation | Korean translation | Turkish translation It is a living document, last update: August 2025. Your contributions are welcome! Introduction There are so many buzzwords and best practices out there, but most of them have failed. We need something more fundamental, something that can't be wrong. Sometimes we feel confusion going through the code. Confusion costs time and money. Confusion is caused by high cognitive load. It'

Cognitive Load is what matters

Cognitive Load is what matters Readable version | Chinese translation | Korean translation | Turkish translation It is a living document, last update: August 2025. Your contributions are welcome! Introduction There are so many buzzwords and best practices out there, but most of them have failed. We need something more fundamental, something that can't be wrong. Sometimes we feel confusion going through the code. Confusion costs time and money. Confusion is caused by high cognitive load. It'

Taylor Otwell: What 14 Years of Laravel Taught Me About Maintainability

Taylor Otwell, creator of Laravel and CEO of Laravel LLC, joins Robby to reflect on his 14-year journey building and maintaining one of the most popular web frameworks in the world. From its PHP 5.3 origins to a full-time business with a 70-person team, Taylor shares what he's learned about code maintainability, developer experience, and what it means to evolve without overcomplicating things. He discusses the importance of simplicity in software design, why sticking to framework conventions le

AI’s coding evolution hinges on collaboration and trust

Artificial intelligence (AI) has transformed the coding sphere, with AI coding tools completing source code, correcting syntax errors, creating inline documentation, and understanding and answering questions about a codebase. As the technology advances beyond automating programming tasks, the idea of full autonomy looms large. Is AI ready to be a real coder? A new paper says not yet—and maps out exactly why. Researchers from Cornell University, MIT CSAIL, Stanford University, and UC Berkeley hi

Reloading Classes in Python

For some housekeeping, if you are not signed up, also make sure to sign up for the RSS feed of my crime de-coder blog. I have not been cross posting here consistently. For the last few posts: For ASEBP, conference submissions for 2026 are open. (I will actually be going to this in 2026, submitted a 15 minute talk on planning experiments.) Today will just be a quick post on two pieces of code I thought might be useful to share. The first is useful for humans, when testing code in functions, you

Lisp from Nothing, Second Edition

LISP FROM NOTHING Lulu Press, 2025 – 344 pages – 19 figures – 6" x 9" format – free code Order paperback book at Lulu.com Order hardcover book at Lulu.com * Order PDF copy at Lulu.com Get the source code from the book Read a few pages (PDF) Errata (First Edition) Watch Nino Ivanov's Review on Youtube What is the minimal LISP language that can interpret itself? What is the smallest LISP that can compile itself? What was LISP hacking like in the age of punch cards, teletypes, and mainfr

Topics: book code com lisp lulu

Why AI Isn't Ready to Be a Real Coder

Artificial intelligence (AI) has transformed the coding sphere, with AI coding tools completing source code, correcting syntax errors, creating inline documentation, and understanding and answering questions about a codebase. As the technology advances beyond automating programming tasks, the idea of full autonomy looms large. Is AI ready to be a real coder? A new paper says not yet—and maps out exactly why. Researchers from Cornell University, MIT CSAIL, Stanford University, and UC Berkeley hi

Deploying DeepSeek on 96 H100 GPUs

by: The SGLang Team , May 05, 2025 DeepSeek is a popular open-source large language model (LLM) praised for its strong performance. However, its large size and unique architecture, which uses Multi-head Latent Attention (MLA) and Mixture of Experts (MoE), require an advanced system for efficient serving at scale. In this blog, we explain how we match DeepSeek's inference system performance with SGLang. Our implementation, shown in the figure above, runs on 12 nodes in the Atlas Cloud, each equ

Building your own CLI coding agent with Pydantic-AI

Learning by doing Ben O’Mahony is Principal AI Engineer at Thoughtworks. He is a results-driven AI/Engineering leader with a track record of building high-performing teams and shipping business-critical AI, ML and data products and platforms at scale. He has deep expertise across the full Engineering and Data lifecycle from research to production deployment. Ben is adept at defining technical strategy, driving execution and partnering cross-functionally to deliver measurable impact. Recently Be

Topics: agent code mcp run tests

New Xcode beta now available with GPT-5 and Claude support

Apple has released a new beta of Xcode 26 for developers today with a pair of notable changes. There’s now support for ChatGPT 5, as well as built-in integration with Anthropic’s Claude. When Apple announced Xcode 26 at WWDC, the company touted the ability for developers to tap into ChatGPT and other providers to write code, fix bugs, access documentation, and more. Here’s how Apple described it at the time: Developers can connect large language models directly into their coding experience to

A Fast Bytecode VM for Arithmetic: The Compiler

In this post, we write the compiler for our AST to bytecode, and a decompiler for the bytecode. In this series of posts, we write a fast bytecode compiler and a virtual machine for arithmetic in Haskell. We explore the following topics: In this series of posts, we write a fast bytecode compiler and a virtual machine for arithmetic in Haskell. We explore the following topics: Parsing arithmetic expressions to Abstract Syntax Trees (ASTs). Unit testing for our parser. Interpreting ASTs. Comp

Nx compromised: malware uses Claude code CLI to explore the filesystem

At least 1.4k people are learning today that they have a new repository prefixed by s1ngularity-repository in their GitHub account. This repository was created by a malicious post-install command discovered in the popular nx build kit. That malware steals wallets and API keys (`.npmrc`, env variables, etc.) and pushes them in that repository in the results.b64 file. Interestingly, the malware checks for the presence of Claude Code CLI or Gemini CLI on the system to offload much of the fingerprin

Show HN: Async – Claude code and Linear and GitHub PRs in one opinionated tool

An open-source developer tool that combines AI coding with task management and code review. Async integrates Claude Code + Linear + GitHub PRs into one opinionated workflow. async-demo.mp4 https://www.async.build/ What Async Does Automatically researches coding tasks - analyzes your codebase and asks clarifying questions before execution - analyzes your codebase and asks clarifying questions before execution Executes code changes in the cloud - runs in isolated environments without touching

DeepWiki: Understand Any Codebase

Welcome to another post in the AI Coding Series, where I'll share the strategies and insights I've developed for effective AI-assisted coding. In this post, I break down how I use DeepWiki - my go-to tool for understanding unfamiliar codebases, spinning up dev environments, and generating context for coding agents like Claude and Cursor. Whether you're evaluating an open-source repo, onboarding to a new project, or building an AI-powered dev tool, DeepWiki can save you hours. Note: This is not

Google tests QR code verification for text messages

Google is changing the way you confirm if contacts are legit. The company has begun rolling out a QR code to verify that the person you're communicating with is, in fact, who they say they are, 9to5Google reports. The feature is currently available in beta. An end-to-end encryption card isn't anything new, but verifying the encryption meant seeing an 80-digit code you could compare. Now, you'll still go Google Messages, tap their name and then go to their details page. But, instead, there will

Turning Claude Code into my best design partner

Published on August 18, 2025 When I first started using Claude Code, I had a naive approach to working with it. I would describe the task directly in the prompt, press Enter, and cross my fingers. If the agent made mistakes, I would tell it how to fix them. For small tasks, this can be good enough, but as the task grows in complexity, this approach reveals several significant drawbacks. When Simple Doesn’t Scale The first problem is that the conversation becomes the only source of truth about

Show HN: Bicyclopedia

Welcome! This is an interactive exploration of the parts of a bicycle. If you're reading this message, the images may still be loading. If you are using a screen reader or have Javascript disabled, unfortunately you won't be able to see the images or animations of the parts, but you can still read the descriptions and source code here and read more about this project here. Thank you for visiting!

Dynamically patch a Python function's source code at runtime

written by Eric J. Ma on | tags: In this blog post, I share how I discovered a powerful Python trick: dynamically changing a function's source code at runtime using the compile and exec functions. This technique enabled me to build more flexible AI bots, like ToolBot, that can generate and execute code with access to the current environment. While this opens up exciting possibilities for LLM-powered agents and generative UIs, it also raises serious security concerns. Curious how this hack can s

Scientists Say They've Created a New Form of Life More Perfect Than the One Nature Made

We've heard of GMOs, but this is ridiculous. Scientists at the Medical Research Council's Laboratory of Molecular Biology say they've engineered a bacteria whose genetic code is more efficient than any other lifeform on Earth. They call their creation "Syn57," a bioengineered strain of E. coli — yes, the same bad boy that can make you extremely sick if you eat an undercooked hot dog — which uses seven less codons than all life on earth. A codon, put simply, is a three-letter sequence found in

Turning Claude Code into My Best Design Partner

Published on August 18, 2025 When I first started using Claude Code, I had a naive approach to working with it. I would describe the task directly in the prompt, press Enter, and cross my fingers. If the agent made mistakes, I would tell it how to fix them. For small tasks, this can be good enough, but as the task grows in complexity, this approach reveals several significant drawbacks. When Simple Doesn’t Scale The first problem is that the conversation becomes the only source of truth about

DeepCode: Open Agentic Coding

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Indie App Spotlight: ‘Grano’ scans barcodes to help you understand what’s in your food

Welcome to Indie App Spotlight. This is a weekly 9to5Mac series where we showcase the latest apps in the indie app world. If you’re a developer and would like your app featured, get in contact. Most people want to eat healthier, but knowing where to start can always be a challenge. Grano aims to bridge that gap, by allowing you to easily scan barcodes of foods you’re buying, and creating a unique scoring system based on your dietary goals – allowing you to find the foods you need, before you ev

RFC 9839 and Bad Unicode

Unicode is good. If you’re designing a data structure or protocol that has text fields, they should contain Unicode characters encoded in UTF-8. There’s another question, though: “Which Unicode characters?” The answer is “Not all of them, please exclude some.” This issue keeps coming up, so Paul Hoffman and I put together an individual-submission draft to the IETF and now (where by “now” I mean “two years later”) it’s been published as RFC 9839. It explains which characters are bad, and why, th

Developer's block

Developer's block 23 August 2025 SoftwareDevelopment Writer’s block is the paralysis induced by a blank page, but software developers experience a similar block and it can even get worse over time. Sometimes a good analogy is that your wheels are spinning and you need to gain traction. Let’s look at the different kinds of developer’s block, what causes them, and how to get unblocked. A new project and it’s going to be your best ever You want to write great code. In fact, most developers wa

Topics: code don ll project want

Why is this hard?

Every decision we make as developers is a tradeoff. We choose to do it because we believe that it holds benefit for what we are trying to accomplish. However, it is generally also a liability. The new code we are adding will need to be maintained, following new processes takes time, keeping infrastructure up-to-date and secure requires regular effort, etc. We are in an eternal battle to build what we need to build without being overwhelmed by these forces. If we're going to stave off that inevit

Glyn: Type-safe PubSub and Registry for Gleam actors with distributed clustering

Glyn ✨ Type-safe PubSub and Registry for Gleam actors with distributed clustering support. Built on the Erlang syn library. Glyn provides two complementary systems for actor communication: PubSub : Broadcast events to multiple subscribers : Broadcast events to multiple subscribers Registry: Direct command routing to named processes Both systems integrate seamlessly with Gleam's actor model using selector composition patterns. Installation gleam add glyn Creating Message Types and Decode

It’s not wrong that "\u{1F926}\u{1F3FC}\u200D\u2642\uFE0F".length == 7 (2019)

It’s Not Wrong that "🤦🏼‍♂️".length == 7 But It’s Better that "🤦🏼‍♂️".len() == 17 and Rather Useless that len("🤦🏼‍♂️") == 5 From time to time, someone shows that in JavaScript the .length of a string containing an emoji results in a number greater than 1 (typically 2) and then proceeds to the conclusion that haha JavaScript is so broken—and is rewarded with many likes. In this post, I will try to convince you that ridiculing JavaScript for this is less insightful than it first appears and that S

Writing Micro Compiler in OCaml (2014)

TL;DR Writing micro compiler in OCaml At one point or another every single software developer in the world comes to a realization in his career when the time is ripe and it’s time to write your own super cool programming language. However the subject of creating your own programming language with an compiler is quite a complex one and can’t be tackled without some pre-research. That’s how I’ve started reading Crafting Compiler in C, an aged but really comprehensive book about developing your o