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Windsurf Gets Margin Called

the $82 million ARR product nobody wanted imagine you relaunch your company twice, and manage to become one of the fastest-growing saas companies in history — literally record-breaking. go from zero to $82m arr in eight months. get enterprise customers like nvidia and palantir. go on every single vc podcast to tell people about it. then give it all away for almost free. in 72 hours. over a weekend. that's exactly what the windsurf founders did last week. everyone's so busy talking about the t

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

Deal: The Yaber L2s Projector is just $134.98, and it’s actually quite enjoyable!

Projectors are kind of magical. Nothing quite beats enjoying a weekend movie, cozied up in your favorite blankie, in a dark room, with a projector playing a movie on your wall. The thing is, projectors were usually very expensive, but things are changing, and now you can get something like the Yaber L2s projector, which will look great and is only going for $134.98 right now! Buy the Yaber L2s Projector for just $134.98 ($65.01 off) This offer is available from Amazon, but the official seller i

Little-known leguminous plant can increase beef production by 60% (2022)

The introduction of the legume had the same impact of an annual application of 150 kilos of nitrogen fertilizer per hectare in the pasture. Four-year study shows that the use of Desmodium ovalifolium can reduce time to slaughter by 30% . Reducing how long is taken until the animal slaughter represents less costs for farmers and less greenhouse gas (GHG) emissions. Legume improves bovine digestion and reduces methane emissions. A study conducted for four years has revealed that the intercropping

ChatGPT users hate GPT-5’s “overworked secretary” energy, miss their GPT-4o buddy

After months of hype and anticipation, OpenAI released its new GPT-5 model family this week. Promising massive upgrades across the board, the company is already working to roll out the new AI to everyone. Some dedicated ChatGPT users wish it would stop, though. After becoming accustomed to the vibe of the GPT-4 models, the switch to GPT-5 doesn't feel right. Around the Internet, chatbot fans are lamenting the loss of the digital "friends" they've grown to appreciate, which probably says a lot ab

Topics: 4o ai gpt like models

OpenAI to fix GPT-5 issues, double rate limits for paid users after outrage

OpenAI's CEO, Sam Altman, overpromised on GPT-5, and real-life results are underwhelming, but it looks like a new update is rolling out that might address some of the concerns. GPT-5 is a state-of-the-art model. In our tests, BleepingComputer found that GPT-5 does really well in coding. It was significantly faster than the other OpenAI models, including o3. However, GPT-5 struggles to be 'creative' in writing, and it also often fails to switch to its new reasoning capabilities when users expec

Getting good results from Claude Code

I've been experimenting with LLM programming agents over the past few months. Claude Code has become my favorite. It is not without issues, but it's allowed me to write ~12 programs/projects in relatively little time, and I feel I would not have been able to do all this in the same amount of time without it. Most of them, I wouldn't even have bothered to write without Claude Code, simply because they'd take too much of my time. (A list is included at the end of this post.) I'm still far from a

My DIY modular charging station

The cables crept into our lives gradually. First, we had a USB charger in our bedroom to charge my wife’s iPad or my Kindle. Then we added another near our dining table, pulling up a chair to use as a base when charging the kids’ iPad. Add in frequent visits by family and most of our available outlets have a charger coming out of it in one form or another. Aside from the fact that we now had cables all over the house, there was the annoyance of walking around the house to find a charger, only t

Topics: 100 charger cl iso wood

OpenAI returns old models to ChatGPT as Sam Altman admits ‘bumpy’ GPT-5 rollout

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 OpenAI co-founder and CEO Sam Altman is publicly acknowledging major hiccups in yesterday’s rollout of GPT-5, the company’s new, flagship large language model (LLM) — advertised as its most powerful and capable yet. Answering user questions in a Reddit AMA (Ask Me Anything) thread and in a post on X this afternoon, Altman admitted to a ran

Apple acing its latest tech stack takeover is great news for the iPhone 17 Air

It’s been nearly six months since Apple changed a crucial piece of technology inside the iPhone. This timeline is great news for the all-new iPhone 17 Air coming in just a few short weeks. C1 chip success That core piece of tech, of course, is the cellular modem inside the iPhone. Starting with the more affordable iPhone 16e in February, Apple began shipping its first iPhone that uses its homegrown chip for making calls and connecting to cell networks. That’s enough time to determine that Ap

Apple taught an LLM to predict tokens up to 5x faster in math and coding tasks

A new research paper from Apple details a technique that speeds up large language model responses, while preserving output quality. Here are the details. The nerdy bits Traditionally, LLMs generate text one token at a time. This is slow because each step depends on all the previous ones to keep the output coherent and accurate. If the model is writing a sentence like “ The cat is black ”, it predicts each token in sequence. After writing “ The cat is ”, it looks at everything so far (plus the

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

I Built a Powerful Gaming PC Solely to Run AI Models. Here's Why

When it comes to AI, maybe ChatGPT or Gemini come to mind. There are other players like Perplexity, Claude, Grok and Mistral. In a booming market, there are a whole host of AI models out there, many of which don't even require an internet connection. Models that run without internet connections are called local AI models, and as the name suggests, they can be run on your own hardware. You don't need to connect to OpenAI's or Google's servers to use those versions of ChatGPT or Gemini. This bri

GPT-5 Launch Demo Plagued With Catastrophically Dumb Errors

OpenAI's GPT-5 is finally here and already powering ChatGPT, but it hasn't made a great first impression. In a livestream dedicated to the release, OpenAI tried to show off its newest large language model which CEO Sam Altman called a "significant step along the path to AGI"— but instead turned heads with some catastrophically dumb errors. Across several examples, bar graphs intended to show off GPT-5's awesome performance benchmarks, while appearing professional-looking, turned out to be horr

Topics: ai bar gpt models openai

It Took Just 24 Hours of Complaints for OpenAI to Start Bringing Back Its Old Model

OpenAI unveiled its latest generative AI model, GPT-5, on Thursday. CEO Sam Altman says that ChatGPT is now like having a “superpower” and the equivalent of “a legitimate PhD-level expert in anything, any area you need, on demand, that can help you with whatever your goals are.” But after a day of playing around with it, many people are disappointed. Not only because GPT-5 still fumbles basic questions, but because it seems to be breaking a lot of workflows, according to complaints posted to Red

Today's NYT Connections: Sports Edition Hints and Answers for Aug. 9, #320

Looking for the most recent regular Connections answers? Click here for today's Connections hints, as well as our daily answers and hints for The New York Times Mini Crossword, Wordle and Strands puzzles. Today's Connections: Sports Edition stumped me all over the place today. Growing up in Minnesota surrounded by ice hockey, I was able to nail the green group, but I didn't do so well otherwise. Read on for hints and the answers. Connections: Sports Edition is out of beta now, making its debut

Today's NYT Connections Hints, Answers and Help for Aug. 9, #790

Looking for the most recent Connections answers? Click here for today's Connections hints, as well as our daily answers and hints for The New York Times Mini Crossword, Wordle, Connections: Sports Edition and Strands puzzles. Today's NYT Connections puzzle is a fun mix. Honestly, I didn't realize that the blue category was a movie genre, but now that I think about it, sure it is. Read on for clues and today's Connections answers. The Times now has a Connections Bot, like the one for Wordle. Go

Today's NYT Strands Hints, Answers and Help for Aug. 9, #524

Looking for the most recent Strands answer? Click here for our daily Strands hints, as well as our daily answers and hints for The New York Times Mini Crossword, Wordle, Connections and Connections: Sports Edition puzzles. Julia Child wannabes, today's NYT Strands puzzle is for you. None of the words were too difficult to find, and the theme was a fun one. If you need hints and answers, read on. I go into depth about the rules for Strands in this story. If you're looking for today's Wordle, C

Apple brings OpenAI’s GPT-5 to iOS and macOS

OpenAI's GPT-5 model went live for most ChatGPT users this week, but lots of people use ChatGPT not through OpenAI's interface but through other platforms or tools. One of the largest deployments is iOS, the iPhone operating system, which allows users to make certain queries via GPT-4o. It turns out those users won't have to wait long for the latest model: Apple will switch to GPT-5 in iOS 26, iPadOS 26, and macOS Tahoe 26, according to 9to5Mac. Apple has not officially announced when those OS

Sam Altman addresses ‘bumpy’ GPT-5 rollout, bringing 4o back, and the ‘chart crime’

During a Reddit ask-me-anything session on Friday, OpenAI CEO Sam Altman and key members of the GPT-5 team were peppered with questions about the new model and requests to bring back its previous model, GPT-4o. They also asked Altman about the most embarrassing — and perhaps funniest — snafu in the presentation, the “chart crime.” One of the new features that GPT-5 rolled out is a real-time router that decides which model to use for a particular prompt, either responding quickly or taking addi

Android 17 codename: Our survey reveals your top dessert choice

Android 16 has been out for Pixels for a while now, and we’re already well on our way to Android 16 QPR1. Thanks to Google’s move to Android Canary, we know a fair bit of what’s coming with further updates to the Android platform, including Android 17. What we don’t know yet is what Android 17 would be called. We asked you what you think Android 17’s dessert codename would be, and most of you feel that Google should go with “Cheesecake” for Android 17. We received about 1900 votes on our survey

OpenAI keeps GPT-4o active and doubles GPT-5 usage for some users

Yesterday OpenAI released GPT-5, the latest model update to ChatGPT. More than 24 hours later, the new model is still rolling out to paid and free customers. Meanwhile, OpenAI is reconsidering the availability of certain models and limitations for customers. The new model will also be more transparent and offer more control over which tools it uses for which requests. Let’s start with the rollout status. I was pleasantly surprised when OpenAI said GPT-5 would be available to almost all of its u

OpenAI's GPT-5 is now free for all: How to access and everything else we know

OpenAI ZDNET's key takeaways OpenAI has launched its long-awaited GPT-5 model. The model is claimed to be OpenAI's fastest, smartest, and most capable yet. GPT-5 is available to everyone: Free, Plus, Pro, and Team/Enterprise/Edu users. There are two kinds of OpenAI models in this world: GPT and reasoning models. The advantages of the former, such as GPT-4o, are that they combine speed and accuracy, while reasoning models such as o3 and o4 take longer to think and use more compute power to p

GPT-5 Under Fire: Red Teaming OpenAI's Model Reveals Surprising Weaknesses

Why We Tested GPT-5 GPT‑5 is making waves as OpenAI’s most advanced general-purpose model: faster, smarter, and more integrated across modalities. Its auto-routing architecture seamlessly switches between a quick-response model and a deeper reasoning model without requiring a separate “reasoning model” toggle. GPT‑5 itself decides whether to “think hard.” OpenAI also emphasizes GPT‑5’s enhanced internal self-validation. I t’s supposed to assess multiple reasoning paths internally and “double-

Hackers Went Looking for a Backdoor in High-Security Safes—and Now Can Open Them in Seconds

Zhou added in his statement that Securam will be fixing the vulnerabilities Omo and Rowley found in future models of the ProLogic lock. “Customer security is our priority and we have begun the process of creating next-generation products to thwart these potential attacks,” he writes. “We expect to have new locks on the market by the end of the year.” Photograph: Ronda Churchill In a followup call, Securam director of sales Jeremy Brookes confirmed that Securam has no plan to fix the vulnerabil

M5 MacBook Pro No Longer Coming in 2025

Apple does not plan to refresh any Macs with updated M5 chips in 2025, according to Bloomberg's Mark Gurman. Updated MacBook Air and MacBook Pro models are now planned for the first half of 2026. Gurman previously said that Apple would debut the M5 ‌MacBook Pro‌ models in late 2025, but his newest report suggests that Apple is "considering" pushing them back to 2026. Apple is now said to be "internally targeting" a launch early next year. The current M4, M4 Pro, and M4 Max ‌MacBook Pro‌ mode

How attention sinks keep language models stable

We discovered why language models catastrophically fail on long conversations: when old tokens are removed to save memory, models produce complete gibberish. We found models dump massive attention onto the first few tokens as "attention sinks"—places to park unused attention since softmax requires weights to sum to 1. Our solution, StreamingLLM, simply keeps these first 4 tokens permanently while sliding the window for everything else, enabling stable processing of 4 million+ tokens instead of j

The surprise deprecation of GPT-4o for ChatGPT consumers

The surprise deprecation of GPT-4o for ChatGPT consumers I’ve been dipping into the r/ChatGPT subreddit recently to see how people are reacting to the GPT-5 launch, and so far the vibes there are not good. This AMA thread with the OpenAI team is a great illustration of the single biggest complaint: a lot of people are very unhappy to lose access to the much older GPT-4o, previously ChatGPT’s default model for most users. A big surprise for me yesterday was that OpenAI simultaneously retired ac

Ask HN: How can ChatGPT serve 700M users when I can't run one GPT-4 locally?

Sam said yesterday that chatgpt handles ~700M weekly users. Meanwhile, I can't even run a single GPT-4-class model locally without insane VRAM or painfully slow speeds. Sure, they have huge GPU clusters, but there must be more going on - model optimizations, sharding, custom hardware, clever load balancing, etc. What engineering tricks make this possible at such massive scale while keeping latency low? Curious to hear insights from people who've built large-scale ML systems.

HRT's Python fork: Leveraging PEP 690 for faster imports

Python @ HRT At Hudson River Trading (HRT), we’ve found that centralizing our codebase facilitates cross-team collaboration and rapid deployment of new projects. Therefore, the majority of our software development takes place in a monorepo, and our Python ecosystem is set up such that internal modules are importable everywhere. Unfortunately, the convenience of this arrangement has led to a conundrum: a vast proliferation of imports. In Python, imports occur at runtime. For each imported name,