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What to build instead of AI agents

Paul: Today, the scene is owned by Hugo, a brilliant mind who advises and teaches teams building LLM-powered systems, including engineers from Netflix, Meta, and the U.S. Air Force. He runs a course on the LLM software development lifecycle, focusing on everything from retrieval and evaluation to agent design, and all the intermediate steps in between. Enough talking, I’ll let him dig into today’s controversial topic: “Stop building AI agents”. ↓🎙️ P.S. I agree with him. 🤫 Hugo: I've taught

From Le Mans to Driven—where does F1: The Movie rank?

It may not have escaped your attention that there's a new film about motorsport called F1: The Movie. It's a return-to-racing story with elements you'll have seen before, just maybe with other sports. A driver has been looking to slay his personal demons. There's a wise veteran, an impatient rookie, and an underdog team with its back to the wall. Except this time, the backdrop is the multicolored circus of Formula 1, seen close up at 200 mph. Backed by Apple and made by people responsible for h

Topics: 24 end f1 film formula

‘The Old Guard 2’ Director Victoria Mahoney Made Emotional Impact and Wonder Her Creative North Star

After a string of production delays, The Old Guard 2, Netflix and Skydance’s sequel to the 2020 immortal action film starring Charlize Theron, is now streaming. In typical sequel fashion, the follow-up to the Image Comics adaptation aims to not only raise the emotional stakes to greater heights with Theron’s Andy as she comes to grips with her newfound mortality, but it also pits her against her long-lost companion Quynh (Veronica Ngô) and an older immortal in Uma Thurman’s Discord. io9 spoke w

The Bands of ‘KPop Demon Hunters’ Are Having a Charts Battle in Real Life Too

Netflix and Sony Pictures Animation’s K-Pop Demon Hunters is currently topping the streamer’s most-watched rankings, and in a funny life-imitating-art moment, the soundtrack’s leading singles from the film’s songwriter EJAE are now battling it out on the Billboard 100. In the film, the heroic Huntrix, who fight demons by stage light, are fan-favorite K-pop performers who find themselves facing a big threat when a new boy band goes viral. Unfortunately, the handsome and debonair Saja Boys also h

DOJ investigates ex-ransomware negotiator over extortion kickbacks

An ex-ransomware negotiator is under criminal investigation by the Department of Justice for allegedly working with ransomware gangs to profit from extortion payment deals. The suspect is a former employee of DigitalMint, a Chicago-based incident response and digital asset services company that specializes in ransomware negotiation and facilitating cryptocurrency payments to receive a decryptor or prevent stolen data from being publicly released. The company claims to have conducted over 2,000

From Le Mans to Driven—where does F1: The movie rank?

It may not have escaped your attention that there's a new film about motorsport called F1: The Movie. It's a return-to-racing story with elements you'll have seen before, just maybe with other sports. A driver has been looking to slay his personal demons. There's a wise veteran, an impatient rookie, and an underdog team with its back to the wall. Except this time, the backdrop is the multicolored circus of Formula 1, seen close up at 200 mph. Backed by Apple and made by people responsible for h

Topics: 24 end f1 film formula

How generative AI could help make construction sites safer

To combat the shortcuts and risk-taking, Lorenzo is working on a tool for the San Francisco–based company DroneDeploy, which sells software that creates daily digital models of work progress from videos and images, known in the trade as “reality capture.” The tool, called Safety AI, analyzes each day’s reality capture imagery and flags conditions that violate Occupational Safety and Health Administration (OSHA) rules, with what he claims is 95% accuracy. That means that for any safety risk the

‘The Old Guard 2’ Is a Tender Sophomore Stretched Thin by Sequel Syndrome

After years of production delays, Netflix and Skydance are finally poised to release The Old Guard 2, the Charlize Theron-led sequel to the 2020 adaptation of Greg Rucka and Leandro Fernández’s Image Comics series. Directed by Victoria Mahoney, the sequel reunites its immortal mercenary found family for another globe-trotting mission. Unfortunately, this time around, their greatest threat isn’t its new immortal big bad and its long-awaited grudge match. It’s the sequel’s narrative inertia that’s

How the Quick Turnaround of ‘Jurassic World Rebirth’ Became a Good Thing

Writing, development, pre-production, casting, filming, editing, visual effects, scoring, sound, and more. The process of making a movie, especially a big, expensive movie, is a long one. According to director Gareth Edwards, who has made his share of big movies like Rogue One and Godzilla, normally it would take two and a half years from when he, the director, would be hired until the film is released in theaters. But, when it comes to Jurassic World Rebirth, the process was anything but normal

Slouching Towards Sensemaking

Slouching Towards Sensemaking There’s a particular quality to the confusion of our current moment that reminds me of standing in Dolores Park at dusk, watching fog roll in from Twin Peaks while the Mission stays stubbornly sunny. We’re between weather systems, between worlds. The old information order – built on broadcast towers and printing presses, gatekeepers and institutions – is visibly dissolving. The new one hasn’t quite condensed into recognizable forms yet. We’re in the interregnum, an

‘American Empire? What American Empire?’ You Can Ask With This Reagan-Adjacent Stormtrooper Helmet

To be a kid in the 1980s meant absorbing the last years of the Cold War through pop culture that played into fears about a World War III everyone assumed was coming—think WarGames, Red Dawn, and “99 Luftballoons.” Somehow that script got flipped when President Ronald Reagan announced the “Strategic Defense Initiative,” a system intended to protect the U.S. from missiles that quickly acquired its own pop culture nickname: “Star Wars.” While Reagan’s Star Wars never actually got off the ground, i

'Happy Gilmore 2' and 10 More New Netflix Movies You Shouldn't Miss in July

Netflix has two long-awaited sequels premiering in July, along with loads of other hits, from zombie movies to strange-but-true documentaries about some of the biggest news stories of our time. The biggest films to hit the streamer in July are definitely Happy Gilmore 2, the Adam Sandler film that arrives on July 25, and The Old Guard 2, the action fantasy that stars Charlize Theron, Veronica Van, Chiwetel Ejiofor, Kiki Layne and Uma Thurman. Five new entries in the platform's popular Trainwrec

The Running Man trailer: Edgar Wright adds comedy to Stephen King's sci-fi dystopia

Edgar Wright is remaking The Running Man, and there's a trailer to prove it . Arnold Schwarzenegger's 1987 classic imagined a dystopian 2025 in which an authoritarian government forced cruelty on incarcerated people for entertainment. Now it's actually 2025 and, well, that doesn't sound that far off . Wright's version injects a bit of humor into the proceedings, while widening the stakes. The 1980s film, which was based on a novel by Stephen King, chronicled a game show in which prisoners had t

Report: ‘Elio’ Was Pixar’s Latest Victim of Cuts to Erase a Queer Storyline

A new report from The Hollywood Reporter alleges that Elio, Pixar’s latest movie, has become the latest in a growing line at the studio to face radical cuts and changes from senior management—including, yet again, the erasure of a queer narrative. The report revealed that Elio had a fraught behind-the-scenes production, that saw much of original director Adrian Molina’s (Coco) vision undergo significant restructuring to become the film that is in theaters now. The disappointing alterations of t

When will F1 movie be on Apple TV? Here’s the streaming release date

This weekend, F1: The Movie is making a big splash in its opening weekend at the box office at movie theaters around the world. The Apple Original Film is being distributed by Warner Bros. for its theatrical run. But as an Apple production, it will end up streaming on Apple TV+. Here’s the expected streaming release date. Apple has not officially announced further release plans yet, as the company is obviously currently focused on making the cinema run as successful as possible. The logic goes

11 New Movies on Netflix This July You Shouldn't Miss

Netflix has two long-awaited sequels premiering in July, along with loads of other hits, from zombie movies to strange-but-true documentaries about some of the biggest news stories of our time. The biggest films to hit the streamer in July are definitely Happy Gilmore 2, the Adam Sandler film that arrives on July 25, and The Old Guard 2, the action fantasy that stars Charlize Theron, Veronica Van, Chiwetel Ejiofor, Kiki Layne and Uma Thurman. There are also five new entries in the platform's po

Pixelmator Pro just got its first Apple Intelligence features and more

Pixelmator is now owned by Apple, so it was only a matter of time before the suite of photo apps was updated with Apple Intelligence support. Today, Pixelmator Pro for Mac is the first in Apple’s trio of products to get new AI features alongside accessibility improvements and more. When Apple acquired Pixelmator, it gained ownership of three separate apps: Pixelmator Pro for Mac Pixelmator for iPhone and iPad Photomator for iPhone, iPad, and Mac Before the acquisition, Pixelmator Pro was cl

The ‘Superman’ We Need Right Now: A Report From the Set of James Gunn’s New DC Film

When Superman started kissing the football on a stick, it all clicked together. The day was June 24, 2024 and io9 was in Cleveland to watch the filming of James Gunn’s Superman. At the end of a giant battle over the streets of Metropolis, the Man of Steel knelt down to kiss and profess his love to an inanimate object that special effects would later transform into his dog, Krypto. That little dash of heartfelt weirdness, in the middle of a massive action scene, did a near-perfect job of showing

‘Jurassic World Rebirth’ Is a Suitably Fun, Undeniably Thin Dino Adventure

Jurassic World Rebirth is everything both good and bad about the Jurassic franchise rolled into one. It borrows from the original film with a straightforward story that quickly pits our heroes against a new group dynamic: terrifying dinosaurs. However, it lacks much of the rich characterization and emotions inherent to making that story special. You’re glad that it’s fast-paced and action-packed, but bummed you don’t care that much about it. In the end, though, especially after the previous film

The Original ‘Teenage Mutant Ninja Turtles’ Movie Is Coming Back to Theaters With New Footage

The first live-action spin on the Teenage Mutant Ninja Turtles turns 35 this year, and to celebrate, the beloved first entry in the trilogy is making its way back to theaters this summer. But it’s not going to be alone: it’s accompanied by a behind-the-scenes bonus that includes never-before-seen deleted scenes and footage from making the film. Announced today by Fathom Entertainment, Teenage Mutant Ninja Turtles will return to theaters for a limited time this August. One of the most delightful

Take a Trip to Bob’s Void in This Exclusive ‘Thunderbolts’ Clip

The Void is a terrible place, filled with everything that scares you and makes you feel shame. But, in this new clip from the upcoming home release of Thunderbolts, you’ll realize it’s also a place to really push the boundaries of filmmaking. Thunderbolts, or The New Avengers if you’d like, is the latest film from Marvel Studios, for a few more weeks at least. It stars Florence Pugh, Sebastian Stan, David Harbour, Hannah John-Kamen, and Wyatt Russell as the latest, but probably not greatest, su

Ryan Gosling is not an astronaut in Project Hail Mary’s first trailer

is a senior reporter who’s been covering and reviewing the latest gadgets and tech since 2006, but has loved all things electronic since he was a kid. Following the success of 2015’s The Martian, Amazon MGM Studios has released the first trailer for Project Hail Mary based on another best-selling Andy Weir novel. The film features Ryan Gosling, who’s entering his sci-fi era after being cast in Star Wars: Starfighter, as science teacher-turned-astronaut Ryland Grace who wakes up on a spaceship w

Apple's F1 laps its competition with a $144 million opening weekend

Apple's film studio finally has a successful summer blockbuster to its name with its latest sports drama flick starring Brad Pitt. F1 the Movie saw an opening weekend that earned $144 million globally and $55.6 million domestically, according to Comscore numbers. Apple Original Films' feature beat out other highly anticipated releases like the live-action remake, How to Train Your Dragon, and the third installment in the post-apocalyptic horror film series, 28 Years Later. The action-drama movi

The F1 movie is a cinema smash hit, on track to outperform combined box office of all previous Apple originals films

Whatever you think about Apple’s in-your-face advertising tactics, it seems to be paying off. The F1 movie is set to take in about $145 million in its opening weekend at the box office, with $55.6 million domestic. This easily outstrips any of Apple Original Film’s prior theatrical debuts, and sets the movie on a path to exceed the gross box office of all previous Apple films … combined. Apple releases almost all of its original films in small scale showings for some easy press attention and t

Life of an inference request (vLLM V1): How LLMs are served efficiently at scale

Life of an inference request (vLLM V1): How LLMs are served efficiently at scale Junhao Li Senior Software Engineer Ubicloud is an open source alternative to AWS. We offer managed cloud services that build on top of PostgreSQL, Kubernetes, vLLM, and others.‍ ‍vLLM is an open-source inference engine that serves large language models. We deploy multiple vLLM instances across GPUs and load open weight models like Llama 4 into them. We then load balance traffic across vLLM instances, run health

Lossless LLM 3x Throughput Increase by LMCache

Redis for LLMs - Infinite and Ultra-Fast LMCache is an LLM serving engine extension to reduce TTFT and increase throughput, especially under long-context scenarios. By storing the KV caches of reusable texts across various locations, including (GPU, CPU DRAM, Local Disk), LMCache reuses the KV caches of any reused text (not necessarily prefix) in any serving engine instance. Thus, LMCache saves precious GPU cycles and reduces user response delay. By combining LMCache with vLLM, LMCache achieve

In a wild time for copyright law, the US Copyright Office has no leader

It’s a tumultuous time for copyright in the United States, with dozens of potentially economy-shaking AI copyright lawsuits winding through the courts. It’s also the most turbulent moment in the US Copyright Office’s history. Described as “sleepy” in the past, the Copyright Office has taken on new prominence during the AI boom, issuing key rulings about AI and copyright. It also hasn’t had a leader in more than a month. In May, Copyright Register Shira Perlmutter was abruptly fired by email by

The 24 Best Movies on Amazon Prime Right Now (July 2025)

In Recent years, Netflix and Apple TV+ have been duking it out to have the most prestigious film offerings, but some of the best movies are on Amazon Prime Video. The streamer was one of the first to go around picking up film festival darlings and other lovable favorites, and they’re all still there in the library, so if they flew under your radar the first time, now is the perfect time to catch up. Our picks for the best movies on Amazon Prime are below. All the films in our guide are included

Bigger bitcoin HODL: Time for 10% to 40% of portfolio in crypto, says financial advisor Ric Edelman

Four years ago, financial advisor Ric Edelman went out on a limb in saying everyone should hold cryptocurrencies. But how much? Low single digits was his recommendation. In his "The Truth about Crypto" book in 2021, Edelman said as low as a 1% allocation was reasonable. A lot has changed. This week, Edelman said financial advisors should be recommending anywhere from 10% to 40% allocations to cryptocurrencies, and he is aware it's quite a shift in his own thinking. "Today I am saying 40%, th