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Survey: a third of senior developers say over half their code is AI-generated

Fastly’s July 2025 survey of 791 developers found a notable difference in how much AI-generated code is making it into production. About a third of senior developers (10+ years of experience) say over half their shipped code is AI-generated — nearly two and a half times the rate reported by junior developers (0–2 years of experience), at 13%. “AI will bench test code and find errors much faster than a human, repairing them seamlessly. This has been the case many times,” one senior developer sai

The 5 Benefits and Risks of Sea Moss Gummies, and Who Should Try Them

Sea moss gummies have become a popular supplement, perhaps in part due to celebrities like Bella Hadid drinking sea moss gel every morning. Now, in addition to gels, you'll find countless brands selling the seaweed in gummy form, making it even more difficult to figure out what's fact or fiction, and if sea moss gummies are even right for you in the first place. To see if the potential benefits of sea moss gummies outweigh the risks, we reached out to experts to learn more about the seaweed in

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

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

The AYN Odin 3 might solve the biggest problem with the Odin 2 Portal and Pocket 5

TL;DR AYN has revealed design renders for its upcoming Odin 3 gaming handheld. It looks like a mix between the Odin 2 Portal and Retroid Pocket 5, with an ergonomic grip. No specs have been revealed, but we should learn more soon. It’s been a few weeks since AYN first announced the follow-up to its flagship Odin 2, but the company has finally teased design renders in a 30-second YouTube video. It’s one of the year’s most anticipated releases, but the design itself is remarkably familiar. The

What It's Like to Work at a Body Farm

Somewhere out in the countryside, hidden behind a copse of trees, are fields full of dead human bodies. These corpses have been strategically laid out in rows, naked as the day they were born, and left to the mercy of the elements until all that’s left of them are bones. It sounds like a scene out of a horror film, but these places are real. They’re called taphonomic research facilities, or sometimes “body farms”—sites where forensic scientists study how the human body decomposes. (Don’t worry,

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

The Best Electrolyte Powders and Drinks, According to Experts

Always check with your primary care doctor about which electrolytes are right for you since some health conditions and medications can affect your mineral retention. Due to a variety of bodily changes and needs during pregnancy, it's helpful to keep track of electrolyte levels. Sugar is necessary for energy if you're working out vigorously. There are also sugar-free options for less active people. If you're physically active for longer than an hour, you will need both electrolytes and carbohy

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

Guillermo del Toro Explains Why His Frankenstein’s Monster Looks So Unique

Clearly, we’re all very, very excited about Guillermo del Toro’s Frankenstein, which is coming to theaters on October 17 before arriving on Netflix on November 7. That’s because it’s del Toro, one of our most beloved filmmakers; his cast is incredible; and there has rarely been a better pairing of filmmaker and subject matter. One other thing has us hyped up too, and that’s Frankenstein’s monster. Del Toro loves a monster and, in a new interview, he talks about how he approached his monster diff

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

Can I Drink Electrolyte Water Every Day? Experts Weigh In (2025)

Wellness marketing is a little out of control, and electrolytes are as buzzy as it gets. Touted by influencers and podcasters as a miracle supplement that helps your body perform at its peak, electrolyte beverages are as numerous as they are readily available. But the dietitians and nutritionists I spoke with are less willing to embrace these beverages as a cure-all for what ails you. I say as much in our guide to electrolyte powders: Whether or not you need to drink electrolyte water, and how

Google Play Store Bans Wallets That Don't Have Banking License

Google Play Store has introduced a policy that requires any software wallet developer to obtain a license before publishing cryptocurrency wallet apps to the Google Play Store "to ensure a safe and compliant ecosystem for users." The policy targets 15 jurisdictions, including the European Union and the United States, laying out which regulations Google Play Store expects software wallet developers to comply with. This includes being a registered Money Service Business with FinCEN in the US, as

John Malkovich to join Apple TV+ rom-com starring The Bear’s Ayo Edebiri

Legendary actor John Malkovich (Burn After Reading, Rounders) has been confirmed as a guest star in “Prodigies”, an upcoming seven-episode Apple TV+ series also featuring Ayo Edebiri (The Bear, Inside Out 2). Here are the details Apple first announced Prodigies in April, a new comedy created by Will Sharpe (The White Lotus, A Real Pain), and featuring Edebiri, who’s also executive producer. Here’s Apple’s description of the show: This unusual take on a classic romantic comedy explores the uni