Catching the Shift: Predicting System Collapse with AI
A new approach combines the power of machine learning with key indicators to forecast critical transitions in complex systems before they happen.
A new approach combines the power of machine learning with key indicators to forecast critical transitions in complex systems before they happen.

This unique device was created for a marketing promotion and is currently being used by Twitch streamer PointCrow as part of a challenge. However, unlike most novelty controllers, it actually needs genuine musical ability to work.

The film, directed by J.J. Perry and featuring Samuel L. Jackson, Olga Kurylenko, and Kristofer Hivju, had a small release in several countries including parts of the Middle East, Germany, Austria, the Netherlands, and Israel before coming to the United States. Despite costing $56 million to make, it only earned $1.3 million in theaters.

Honestly, as excited as I am to see Paul Atreides back, the real news for me is Duncan Idaho! Jason Momoa was such a standout in the first film – that charming, incredibly capable guy amidst all the weird names and giant worms. I thought he was gone for good, but apparently Frank Herbert had a perfectly logical explanation for bringing him back! It’s great to see the rest of the gang returning too: Rebecca Ferguson as Lady Jessica with those striking tattoos, Zendaya as Chani and her pregnancy storyline, Florence Pugh as Princess Irulan with her cool chain-mail hood, and of course, Javier Bardem as Stilgar, probably still shouting about Lisan al-Gaib in the desert. Mark your calendars – Dune: Part Three hits theaters December 18th, so you better start saving up your spice melange now!
This was for the film Slumdog Millionaire. Danny Boyle believed I could play the brother of Dev Patel’s character, and he wanted me to be more energetic and agitated. He told me, “He’s supposed to be angry, so feel free to move around however you want – the camera operator will follow you.”

Before the debut of her film, Madwoman’s Game, at the Miami Film Festival, Bianca Mitchell-Avila’s parents shared a story about how Keanu Reeves generously supported her in getting the movie made.

The upcoming Super Mario Galaxy movie is adding lots of familiar faces like Yoshi, Bowser Jr., and Rosalina. But a recent trailer revealed an even bigger surprise: characters from Nintendo’s Pikmin series will also appear! These plant-like creatures aren’t originally part of the Mario universe, making their inclusion a fun and unexpected addition to the film.

Though Seann William Scott, known from American Pie, has appeared in action films before – including Bulletproof Monk, Welcome to the Jungle, and some of the Lethal Weapon movies – his latest role allows him to play a truly unconventional undercover agent. This character is a renegade with a tendency to cross the line and act more like a villain than a hero.
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Akifumi Yamamoto, known for his work on games like Death Mark and Monkarufanta: The Hero and the Crystal Girl, designed the characters. This dungeon crawler RPG features eight character classes, similar to the previous game, Undernauts: Labyrinth of Yomi, and allows for party member customization. Players can find items within the dungeons to promote their characters to advanced classes, specializing them as either Generalized or Expert, with Expert classes unlocking unique skills.

In late 2025, popular YouTuber Felix Kjellberg, known as PewDiePie, created his own AI by having different chatbots compete against each other. The resulting AI performed better than both ChatGPT-4 and Deepseek.