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Das Problem mit German Strings

German strings are everywhere I look. The impression I’ve gotten from working in the Rust Arrow/Datafusion ecosystem and related file formats for the last couple of months is that StringViews (the implementation of German strings in Arrow) are becoming, if they have not already, the canonical form of representing string columns at execution time. This is generally a good idea. German strings are a fantastic innovation rooted in simplicity that greatly improves most string processing use-cases i

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

A guide to Gen AI / LLM vibecoding for expert programmers

I get it, you’re too good to vibe code. You’re a senior developer who has been doing this for 20 years and knows the system like the back of your hand. Or maybe you’re the star individual contributor who is the only person who can ever figure out how to solve the hard problems. Or maybe you’re the professor who created the entire subject of the algorithms you’re implementing. I don’t know you, but I do know that you think you’re too good to vibe code. And guess what, you’re absolutely and totall

A Guide to Gen AI / LLM Vibecoding for Expert Programmers

I get it, you’re too good to vibe code. You’re a senior developer who has been doing this for 20 years and knows the system like the back of your hand. Or maybe you’re the star individual contributor who is the only person who can ever figure out how to solve the hard problems. Or maybe you’re the professor who created the entire subject of the algorithms you’re implementing. I don’t know you, but I do know that you think you’re too good to vibe code. And guess what, you’re absolutely and totall

Vibe Debugging: Enterprises' Up and Coming Nightmare

It's 12:45 PM, and my morning has vanished into the black hole of debugging my vibe-coded meme stock valuation site. The monthly growth numbers are spitting out garbage. What should be a steady 3-5% is showing wild swings between -50% and +2000%; the numbers don't add up. Each fix attempt means a 3-5 minute wait for Claude Code, get distracted, and come back to find that some code was added, but the bug remains. To fix this bug, I need to understand the code. However, the code is a mess of dup

Topics: ai code coding just need

The unbearable slowness of AI coding

The Unbearable Slowness of AI Coding 19 Aug, 2025 I’ve been coding entirely with Claude Code for the past two months. At first it was exhilarating. I was speeding through tasks. I was committing like mad. Now, as I’ve built up a fairly substantial app, it’s slowed to a crawl. Ironically, the app I’m building lets me parallelize many instances of Claude Code at once. Often, I’ll have 5 instances running while I’m thinking about new features. The slowness comes in when I actually need to revi

Topics: app claude code coding ll

The Unbearable Slowness of AI Coding

The Unbearable Slowness of AI Coding 19 Aug, 2025 I’ve been coding entirely with Claude Code for the past two months. At first it was exhilarating. I was speeding through tasks. I was committing like mad. Now, as I’ve built up a fairly substantial app, it’s slowed to a crawl. Ironically, the app I’m building lets me parallelize many instances of Claude Code at once. Often, I’ll have 5 instances running while I’m thinking about new features. The slowness comes in when I actually need to revi

Topics: app claude code coding ll

Discover how developer tools are shifting fast with Lauri Moore and David Cramer at TechCrunch Disrupt 2025

From no-code to AI-assisted dev environments, “vibe coding” is changing how early-stage startups build — and who they need to hire. The once-standard idea of landing a “10x engineer” as your first critical hire is getting a serious reality check at TechCrunch Disrupt 2025, October 27-29 in San Francisco’s Moscone West. Vibe coding: hype or new reality? Join Lauri Moore, partner at Bessemer Venture Partners, and David Cramer, co-founder and chief product officer at Sentry, on the Builder Stage

The AYN Odin 3 could be the big Android handheld upgrade that retro gamers have been waiting for

TL;DR AYN has teased an upgrade to its leading Android handheld, the Odin 3. The company confirmed it will run Android, but no other details were revealed. AYN teased the Odin 3 alongside the announcement of a dual-screened Android handheld, the AYN Thor. AYN’s Odin 2 handheld lineup has been extremely popular, primarily due to the decently capable Qualcomm Snapdragon 8 Gen 2 on board, which makes them perfect for emulating demanding retro consoles like the Nintendo Switch and others. However

AYN Odin 3 and Thor could be the upgrade that retro gamers have been waiting for

TL;DR AYN has teased two new handheld gaming devices, the Odin 3 and a new handset named Thor. Both devices are confirmed to be Android handhelds, and not x86. More information about the devices will be released in the coming weeks. AYN’s Odin 2 handheld lineup has been extremely popular, primarily due to the decently capable Qualcomm Snapdragon 8 Gen 2 on board, which makes them perfect for emulating demanding retro consoles like the Nintendo Switch and others. However, there’s no denying th

Topics: ayn devices gen odin thor

LLMs and coding agents are a security nightmare

Last October, I wrote an essay called “When it comes to security, LLMs are like Swiss cheese — and that’s going to cause huge problems” warning that “The more people use LLMs, the more trouble we are going to be in”. Until last week, when I went to Black Hat Las Vegas, I had no earthly idea how serious the problems were. There, I got to know Nathan Hamiel, a Senior Director of Research at Kudelski Security and the AI, ML, and Data Science track lead for Black Hat, and also sat in on a talk by tw

LLMs and Coding Agents = Security Nightmare

Last October, I wrote an essay called “When it comes to security, LLMs are like Swiss cheese — and that’s going to cause huge problems” warning that “The more people use LLMs, the more trouble we are going to be in”. Until last week, when I went to Black Hat Las Vegas, I had no earthly idea how serious the problems were. There, I got to know Nathan Hamiel, a Senior Director of Research at Kudelski Security and the AI, ML, and Data Science track lead for Black Hat, and also sat in on a talk by tw

Launch HN: Embedder (YC S25) – Claude code for embedded software

Hey HN - We’re Bob and Ethan from Embedder ( https://embedder.dev ), a hardware-aware AI coding agent that can write firmware and test it on physical hardware. Here’s a demo in which we integrate a magnetometer for the Pebble 2 smartwatch: https://www.youtube.com/watch?v=WOpAfeiFQkQ We were frustrated by the gap between coding agents and the realities of writing firmware. We'd ask Cursor to, say, write an I2C driver for a new sensor on an STM32, and it would confidently spit out code that used

Launch HN: Embedder (YC S25) – Claude Code for Embedded Software

Hey HN - We’re Bob and Ethan from Embedder ( https://embedder.dev ), a hardware-aware AI coding agent that can write firmware and test it on physical hardware. Here’s a demo in which we integrate a magnetometer for the Pebble 2 smartwatch: https://www.youtube.com/watch?v=WOpAfeiFQkQ We were frustrated by the gap between coding agents and the realities of writing firmware. We'd ask Cursor to, say, write an I2C driver for a new sensor on an STM32, and it would confidently spit out code that used

GPT-5 brings big improvements to Mac vibe coding

My former colleague Parker Ortolani has been experimenting with “vibe coding” for months, building native and web apps by steering large language models with carefully crafted prompts. GPT-4o and Claude helped him get functional prototypes running, but GPT-5 is the first model that delivers the complete experience he’s been waiting for. Here’s how GPT-5 improves on earlier models: What makes GPT-5 better for vibe coding Parker says it plainly in his blog post: “The good news is that GPT-5 is

Anthropic just made its latest move in the AI coding wars

is The Verge’s senior AI reporter. An AI beat reporter for more than five years, her work has also appeared in CNBC, MIT Technology Review, Wired UK, and other outlets. Posts from this author will be added to your daily email digest and your homepage feed. The AI coding wars are heating up. One of the main battlegrounds? “Context windows,” or an AI model’s working memory — the amount of text it can take into account when it’s coming up with an answer. On that front, Anthropic just gained some

Claude can now process entire software projects in single request, Anthropic says

Want smarter insights in your inbox? Sign up for our weekly newsletters to get only what matters to enterprise AI, data, and security leaders. Subscribe Now Anthropic announced Tuesday that its Claude Sonnet 4 artificial intelligence model can now process up to 1 million tokens of context in a single request — a fivefold increase that allows developers to analyze entire software projects or dozens of research papers without breaking them into smaller chunks. The expansion, available now in pub

Anthropic revenue tied to two customers as AI pricing war threatens margins

Want smarter insights in your inbox? Sign up for our weekly newsletters to get only what matters to enterprise AI, data, and security leaders. Subscribe Now Anthropic’s meteoric rise to a $5 billion revenue run rate conceals a precarious dependence on just two major customers that account for nearly a quarter of the artificial intelligence company’s income, according to internal data and industry analysis that reveals both the promise and peril of the AI coding boom. The San Francisco-based ma

Unmasking the Sea Star Killer

Hodin is fascinated by creatures who change form—“I’m even wearing my shirt,” he says, pointing to his T-shirt depicting a folk music festival celebrating metamorphosis. So when The Nature Conservancy asked him to try breeding sunflower stars, Hodin was excited. Sunflower stars go through a series of developmental stages—from eggs to poppy seed-sized larvae that float around for months to juvenile stars that settle on the sea floor and add more arms as they grow. And while plenty of sunflower st

How we replaced Elasticsearch and MongoDB with Rust and RocksDB

At Radar, performance is a feature. Our platform processes over 1 billion API calls per day from hundreds of millions of devices worldwide. We provide geolocation infrastructure and solutions, including APIs for: Geocoding : Forward geocoding, reverse geocoding, and IP geocoding APIs with global coverage. : Forward geocoding, reverse geocoding, and IP geocoding APIs with global coverage. Search : Address autocomplete, address validation, and places search APIs. Address autocomplete, address v

HorizonDB, a geocoding engine in Rust that replaces Elasticsearch

At Radar, performance is a feature. Our platform processes over 1 billion API calls per day from hundreds of millions of devices worldwide. We provide geolocation infrastructure and solutions, including APIs for: Geocoding : Forward geocoding, reverse geocoding, and IP geocoding APIs with global coverage. : Forward geocoding, reverse geocoding, and IP geocoding APIs with global coverage. Search : Address autocomplete, address validation, and places search APIs. Address autocomplete, address v

High costs and thin margins threatening AI coding startups

In February, AI coding startup Windsurf was in talks to raise a big new round at a $2.85 billion valuation led by Kleiner Perkins, at double the valuation it hit six months earlier, sources told TechCrunch at the time. That deal didn’t happen, according to a source familiar with the matter. Instead, news broke in April that the startup planned to sell itself to OpenAI for roughly the same valuation: $3 billion. While that deal famously fell apart, one bigger question remains: If the startup was

GitHub CEO Thomas Dohmke on Copilot, vibe coding, and AI’s next chapter

is a deputy editor and author of thenewsletter. Posts from this author will be added to your daily email digest and your homepage feed. Welcome to Decoder! This is Alex Heath, your Thursday episode guest host and deputy editor at The Verge. It’s AI coding week at Decoder. You just heard Casey Newton’s interview with the CEO behind Cursor, Michael Truell. Now, I have a conversation with GitHub CEO Thomas Dohmke. In many ways, GitHub Copilot set off the current AI coding boom. But since Thomas

Google's Jules AI coding tool exits beta with serious upgrades - and more free tasks

Natalya_Yudina/Getty Images ZDNET's key takeaways Google's Jules coding agent is out of beta, with clear pricing tiers. Even the free tier has newer, more generous usage limits. Updates include improved AI and better setup management. Google's coding AI Jules is out of beta. Announced in a blog post on Wednesday, the coding helper will be powered by Google's Gemini 2.5 Pro LLM. You might recall that Google also recently announced its Gemini CLI GitHub Actions coding tool. What do all these

The 1090 Megahertz Riddle: A Guide to Decoding Mode S and ADS-B Signals

In the last twenty years, aircraft surveillance has moved from controller-based interrogation to automatic broadcast. The Automatic Dependent Surveillance-Broadcast (ADS-B) is one of the most common methods for aircraft to report their state information like identity, position, and speed. Like other Mode S communications, ADS-B makes use of the 1090 megahertz transponder to transmit data. The protocol for ADS-B is open, and low-cost receivers can easily be used to intercept its signals. Many rec

Researchers Uncover Hurricane Sandy’s Hidden Death Toll

More than a decade after Hurricane Sandy flooded the East Coast and killed over 200 people, a new study has revealed the storm’s lasting impact on mortality risk among older adults. The researchers linked hurricane flood exposure to a 9% increase in risk of death for people over the age of 65 who continued living in the area after landfall. Experts estimate that Hurricane Sandy caused over $60 billion in damage after it made landfall in 2012. Record-breaking storm surge and catastrophic floodin

Anthropic’s new Claude 4.1 dominates coding tests days before GPT-5 arrives

Want smarter insights in your inbox? Sign up for our weekly newsletters to get only what matters to enterprise AI, data, and security leaders. Subscribe Now Anthropic released an upgraded version of its flagship artificial intelligence model Monday, achieving new performance heights in software engineering tasks as the AI startup races to maintain its dominance in the lucrative coding market ahead of an expected competitive challenge from OpenAI. The new Claude Opus 4.1 model scored 74.5% on S

Read your code

If you’d told me 2–3 years ago that in 2025, one of my top pieces of advice for the new generation of developers would be “read your code” (we’re not even talking about re-reading it)… I’m not sure I would’ve believed you. What This Article Covers I’m not here to lecture anyone, but if you’re aiming to build serious projects these days, it might be worth learning how to approach AI coding tools the right way. This post covers: Three critical risks of poor vibe-coding practices Two effective

Topics: ai code coding id vibe

Anthropic says OpenAI engineers using Claude Code ahead of GPT-5 launch

Anthropic says it has revoked OpenAI's access to the Claude API after ChatGPT's engineers were found using Claude's coding tools. Claude Code is better than any other coding tool in the AI coding industry, also known as "Vibe coding." With Claude, you can create web apps from scratch, and it's also pretty efficient with infra-related work. Not just vibe coders who don't know how to code use Claude, but also professional engineers. In fact, Claude Code is also used in Claude's development at