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Meet Macroscope: an AI tool for understanding your code base, fixing bugs

The founders who previously sold their livestreaming video startup Periscope to Twitter are back with a new startup — and no surprise, it’s an AI-focused company this time around. On Wednesday, former Twitter head of product Kayvon Beykpour announced the launch of Macroscope, an AI system aimed at developers and product leaders that summarizes updates to a codebase and catches bugs, among other things. The startup was co-founded by Beykpour, now Macroscope CEO, in July 2023, along with childho

Kleiner Perkins-backed voice AI startup Keplar aims to replace traditional market research

For decades, Fortune 500 companies had to hire market research firms to get meaningful insights into customer satisfaction. These services come with a hefty price tag and often take weeks to complete. Keplar, a market research startup, uses voice AI to conduct customer interviews, providing clients with analysis much faster and at a fraction of the cost of traditional research consulting firms. On Wednesday, the two-year-old company announced that it raised $3.2 million in seed funding led by K

Sen. Warren presses Trump AI and crypto czar Sacks on whether he's overstayed his job

U.S. President Donald Trump sits next to Crypto czar David Sacks at the White House Crypto Summit at the White House in Washington, D.C., U.S., March 7, 2025. What was meant to be a short-term assignment for venture capitalist David Sacks in President Donald Trump's White House appears to have stretched into something much bigger, according to leading Democratic lawmakers. Sen. Elizabeth Warren, D-Mass., and Rep. Melanie Stansbury, D-N.M., have teamed up with a number of other progressive poli

StubHub slides in NYSE debut after ticket seller's long-awaited IPO

Eric Baker, co-founder and CEO of Ticket reseller StubHub, rings the opening bell during his company’s IPO at the New York Stock Exchange in New York City, U.S., September 17, 2025. StubHub shares dropped more than 5% in their New York Stock Exchange debut on Wednesday after the online ticket seller priced its IPO in the middle of its expected range. The pricing late Tuesday at $23.50 per share raised $800 million for the company, now trading under ticker symbol "STUB." The stock opened at $25

Your YouTube and Netflix streams may look better and buffer less later this year

Ryan Haines / Android Authority TL;DR Alliance for Open Media announced it will launch AV2 later this year, which should be a big upgrade for streaming video. The next-generation video codec is said to offer better compression, enhanced support for AR/VR applications, and will operate over a wider visual quality range. It’s expected that 88% of AOM members — which include brands like Samsung, Google, Microsoft, and Apple — will adopt AV2 within two years. The AV1 video codec is about to make

House committee asks Discord, Valve, Twitch and Reddit to testify on online radicalization

House Oversight and Government Reform Committee Chairman James Comer (R-KY) has asked the CEOs of Discord, Twitch, Valve and Reddit to testify at a hearing on online radicalization. The hearing will be held on October 8, 2025, and is in direct response to the assassination of political activist Charlie Kirk, an event some have tried to connect to the online communities the alleged shooter, Tyler Robinson, participated in. "Congress has a duty to oversee the online platforms that radicals have u

DJI's new mini drone is a powerhouse with an upgraded camera, but I have two concerns

DJI Mini 5 Pro ZDNET's key takeaways The DJI Mini 5 Pro is available in the UK and EU at £689/€799 respectively. Its camera has a one-inch sensor for superior shooting in low-light conditions, and the drone is packed with obstacle avoidance sensors. It's not yet available in the US, and its battery life at a theoretical runtime of 21 minutes is a lot lower than its predecessor. View now at DJI Follow ZDNET: Add us as a preferred source on Google. The Mini Pro drones are my all-time favorite

Topics: camera dji drone mini pro

Anthropic irks White House with limits on models’ use

Anthropic is in the midst of a splashy media tour in Washington, but its refusal to allow its models to be used for some law enforcement purposes has deepened hostility to the company inside the Trump administration, two senior officials told Semafor. Anthropic recently declined requests by contractors working with federal law enforcement agencies because the company refuses to make an exception allowing its AI tools to be used for some tasks, including surveillance of US citizens, said the off

Scientists Identify Rare Blue Pigment in Iconic Jackson Pollock Painting—But It’s Now Off-Limits

Jackson Pollock was a famous American painter best known for his abstract expressionism, including the “drip and splash” and the “all-over” style of painting (which look exactly like they sound). Now we finally know the chemical origin of the blue color he splattered onto his iconic Number 1A, 1948. Researchers investigated the vibrant pigment via laser spectroscopy, a technique scientists use to investigate matter at the atomic level. With this approach, they revealed it to be manganese blue,

Biotech Startup Claims It’s Getting Closer to ‘Resurrecting’ the Extinct Dodo

A version of the dodo bird (Raphus cucullatus) could make a return someday soon. Colossal Biosciences announced this week several milestones in its quest to bring the extinct species back to life. On Wednesday, the Dallas-based company reported that its researchers at the Avian Genetics Group have successfully grown pigeon primordial germ cells (PGCs) in the lab, a scientific first. They also bred gene-edited chickens intended to serve as potential surrogates for the dodo and other ancient bird

Americans want AI to stay out of their personal lives

A new study from Pew suggests that Americans aren’t particularly optimistic about AI. A full 50 percent of respondents said they were more concerned than excited about the use of AI in their daily lives. That’s down ever so slightly from 52 percent in 2023, but it’s up significantly from 37 percent in 2021. Americans expressed a number of concerns about AI, chief among them that it will negatively impact our ability to think creatively and form meaningful relationships with other people. Just 1

Logitech’s Pro X2 Superstrike offers haptic-based clicks and rapid trigger

is an editor covering deals and gaming hardware that he thinks you’ll like. He joined in 2018, and after a stint at Polygon, he rejoined The Verge in May 2025. Posts from this author will be added to your daily email digest and your homepage feed. Logitech’s next flagship wireless gaming mouse is ditching mechanical switches for an analog system equipped with haptics actuators to simulate the feeling of a click. The mouse is called the Pro X2 Superstrike, and it’s coming early next year for $1

The Outsiders is a beautiful new exercise app from the developers of Gentler Streak

I’ve written before about how Gentler Streak is by far my favorite exercise app due to its human-first approach to exercise. Today, the developers behind the app are introducing The Outsiders, which takes the same approach to high-level training. Here’s what it looks like A familiar approach to performance training Gentler Streak is an App Store favorite because, instead of taking the standard “push-it-to-the-limit” attitude to exercise, it focuses on rewarding and recovering for a more pleasa

AirPods Pro 3 vs AirPods Pro 1: What’s new after two generations?

AirPods Pro 3 are set to launch in just two days, and they’re a rather notable upgrade – even if you’re coming from the previous-generation AirPods Pro 2. But, if you skipped that upgrade – AirPods Pro 3 are a massive leap for a plethora of reasons. Here’s exactly what you gain after 6 years of upgrades. Better noise cancellation This is the easiest thing to point out, especially since Apple themselves highlighted it in the keynote. Compared to the original AirPods Pro, noise cancellation perf

One of the best Apple TV+ shows returns next week, and reviews are in

Slow Horses season 5 premieres next week, and reviews for the new season just dropped. Here’s what critics say to expect from the return of one of the best shows on Apple TV+. Slow Horses season 5 keeps excellence streak alive, per reviews The wait for more Slow Horses is almost over. Slow Horses season 5 premieres next Wednesday, September 24 with its first episode. Reviews are out for the beloved Apple TV+ espionage drama’s latest outing. Here are some quotes from critics: The Telegraph:

One of the best Ninja air fryers for small kitchens is $60 off right now

If you’re in the market for an air fryer, first of all, welcome to the club. A world of perfectly- cooked fries awaits you. But which model to get? Well, you can save some cash right now if you pick Ninja’s Foodi DZ090C 5-in-1 air fryer, which is down to $120 from its regular price of $180 when purchased directly from the brand. That’s a sizable saving of $60. A smaller version of the air fryer we featured as the best dual-zone option in our 2025 air fryer buyers guide , the two-basket DZ090C l

Google Discover is going to start showing social media posts and YouTube Shorts

Google's Discover content feed is getting some new features . It'll soon include more than just articles from throughout the web. The company says the platform will be incorporating stuff like social media posts from platforms like Instagram and X along with YouTube Shorts. “In our research, people told us they enjoyed seeing a mix of content in Discover, including videos and social posts, in addition to articles,” the company wrote in an announcement. These changes will start showing up in the

VC giant Insight Partners warns thousands after ransomware breach

New York-based venture capital and private equity firm Insight Partners is notifying thousands of individuals whose personal information was stolen in a ransomware attack. The company disclosed the cybersecurity incident in February, when it said that a threat actor gained access to its network following a "sophisticated social engineering attack." Two months later, Insight Partners confirmed that the attackers had also stolen sensitive data during the breach, including banking and tax informa

New study will track 40,000 Garmin smartwatch users to better understand pregnancy outcomes

Matthew Miller/ZDNET Follow ZDNET: Add us as a preferred source on Google. ZDNET's key takeaways Garmin and King's College London are studying pregnancy. It could help understand exercise's role during pregnancy. It aims to reduce gestational diabetes and hypertension. Research institutions are increasingly using wearable gadgets to carry out their health studies. On Tuesday, Garmin announced a collaboration with King's College London for its Enhanced Maternal and Baby Results with AI-supp

Apple once said no to touchscreen Macs - but rumor has it that's about to change

Jason Hiner/ZDNET Follow ZDNET: Add us as a preferred source on Google. ZDNET's key takeaways A touchscreen MacBook Pro with OLED could arrive by late 2026. A more affordable MacBook with iPhone chip won't get touchscreen. iPads should still be fine, despite sharing features with MacBooks. For years, there have been rumors of Apple working on adding a touchscreen to its MacBook lineup. In 2023, Bloomberg reported active development of the device, which was first slated to launch in 2025. I

Ask HN: What's a good 3D Printer for sub $1000?

At least a 256x256x256mm print volume. Needs to be enclosed or enclosable. Need to be able to print with more durable, temperature/chemical resistant materials such as PC/Nylon/ABS or infused materials. I do not need to print multi material models. I would prefer something that doesn't phone home and can work offline. Opensource firmware/software and repairability are important. I am ok assembling the machine and learning how to dial it in. I can do CAD work and make models by hand; I was a mac

Event Horizon Labs (YC W24) Is Hiring

At Event Horizon Labs, we’re building an autonomous system that turns raw compute and data directly into alpha, executing without the friction or bias of human emotion. What You’ll Build High-Concurrency Pipelines Architect infrastructure that seamlessly handles thousands of concurrent requests , ensuring consistent performance even at peak load. Architect infrastructure that seamlessly handles , ensuring consistent performance even at peak load. Robust, Fault-Tolerant Systems Build reliabl

Tau² benchmark: How a prompt rewrite boosted GPT-5-mini by 22%

Now on the front page of Hacker News — join the discussion. In a recent post, we introduced the Tau² benchmark, a framework for benchmaring LLMs. Today we’re sharing a surprising discovery we made while using it: a simple prompt rewrite boosted a small model’s success rate by over 20%. This post is a deep-dive on how we found and fixed this performance bottleneck by making subtle changes to agent policies. Benchmarking LLMs with Tau² On the recent OpenAI Summer Update, we have seen that GPT-5

Tinycolor supply chain attack post-mortem

A malicious GitHub Actions workflow was pushed to a shared repo and exfiltrated a npm token with broad publish rights. The attacker then used that token to publish malicious versions of 20 packages, including @ctrl/tinycolor . My GitHub account, the @ctrl/tinycolor repository were not directly compromised. There was no phishing involved, and no malicious packages were installed on my machine and I already use pnpm to avoid unapproved postinstall scripts. There was no pull request involved becau

Apple Photos app corrupts images

The Apple Photos app sometimes corrupts images when importing from my camera. I just wanted to make a blog post about it in case anyone else runs into the problem. I’ve seen other references to this online, but most of the people gave up trying to fix it, and none of them went as far as I did to debug the issue. I’ll try to describe the problem, and the things I’ve tried to do to fix it. But also note that I’ve (sort of) given up on the Photos app too. Since I can’t trust it to import photos fr

China Just Fired Its Latest Shot in the Chip Wars — and Nvidia Took the Hit

Nvidia just can’t seem to catch a break. After beating a ban on China sales imposed by the Trump administration, the tech giant is now facing a ban on its products by Chinese regulators. Chinese internet regulator Cyberspace Administration of China (CAC) ordered top Chinese tech companies like Bytedance and Alibaba to end their testing and orders of Nvidia’s RTX Pro 6000D chips, the Financial Times reported on Wednesday citing people with knowledge of the matter. Nvidia unveiled the RTX Pro 6

The AI Layoffs Have Come for Freelance Marketplace Fiverr

Fiverr, the online marketplace for freelancers, announced that it is laying off about 250 full-time staff members as part of an effort to transform itself into an “AI-first company.” The layoffs will affect about 30% of the company’s staff and are part of what CEO Micha Kaufman called a “painful reset” in a message to his staff, which he also posted on X—though certainly one that will be more painful for the workers losing their jobs than for him. Kaufman claims the layoffs mark Fiverr returnin

MacBook Pro May Be Finally Getting a Touchscreen

Get your swiping fingers ready. According to a reliable insider, Apple will introduce touchscreen capability to the MacBook Pro for the first time with the launch of the OLED MacBook Pro in late 2026. Don't miss any of our unbiased tech content and lab-based reviews. Add CNET as a preferred Google source. Ming-Chi Kuo, an analyst with TF International Securities, posted on X that the cheaper MacBook, scheduled to go into production later this year, will not have a touchscreen. However, he said

'South Park' Streaming Release Schedule: How to Watch on Paramount Plus

Comedy Central If you've been around for the start of South Park season 27, you know its rollout has been hectic. That pattern is continuing with the debut of episode 5, which was previously scheduled to air on Wednesday, Sept. 17. According to the South Park X account, the new installment now won't air until Sept. 24. The X post included a message from South Park co-creators Trey Parker and Matt Stone. "Apparently when you do everything at the last minute sometimes you don't get it done," the

Best Xbox Controller for 2025: Series X and Series S

CNET staff -- not advertisers, partners or business interests -- determine how we review products and services. If you buy through our links, we may earn a commission. With prices going up everywhere, including Microsoft raising prices on its Xbox console and accessories, it's more important than ever to spend your money in the right place. When it comes to getting a new Xbox controller, that means finding the best one for your play style and the types of games you play the most. There are doze