When AI Forgets What It Knows: Adapting to New Realities

A new study reveals how neural networks lose accuracy when faced with unfamiliar data, and introduces a method to realign their internal representations for better performance.

A new study reveals how neural networks lose accuracy when faced with unfamiliar data, and introduces a method to realign their internal representations for better performance.

Disney+ has decided not to proceed with a TV series based on Louis Sachar’s popular 1998 novel, Holes, which was previously made into a 2003 film by Disney. According to Variety, a pilot episode was filmed, written by Alina Mankin and with Liz Phang as showrunner. Jac Schaeffer, known for creating WandaVision and Agatha All Along, directed the pilot, but the streaming service has chosen not to order a full series.

Apparently, the Trump administration (yes, that Trump) has been cozying up to crypto like it’s the new golf buddy. And the SEC? They’re now less “regulation-by-enforcement” and more “let’s hold hands and skip through the blockchain together.” 🌈 Under this new, cuddly approach, they’ve launched a task force, dropped lawsuits like they’re hot, and even started something called “Project Crypto.” Because nothing says ‘we’re serious’ like a project with a cool name, right? Their latest masterpiece? A set of guidelines on crypto custody that reads like a mix between a self-help book and a thriller novel. 📖✨

CryptoQuant’s Exchange Reserve data revealed that a staggering 44.98 million LINK had vacated the exchanges over the past year, a migration so grand that it would make a migrating flock of geese blush with envy. This exodus saw Chainlink’s reserves dip to their lowest ebb in a full year, a state of affairs as disheartening as a man finding his favorite hat stolen by a mischievous parrot. 🦜💸

Currently in development at Netflix, The Forgotten Realms is a live-action series based on the popular Dungeons & Dragons universe. The show faced early hurdles, as Paramount previously decided not to move forward with the project. With Netflix now giving it the go-ahead, The Forgotten Realms has the potential to become a major fantasy hit – and could launch a full live-action franchise for D&D, similar to The Lord of the Rings or Game of Thrones.

What truly makes Marty Supreme so compelling and enjoyable is its relatable story. The film cleverly reflects the drive many people today feel to succeed with their passion projects and business ideas. That’s why Marty Supreme perfectly captures the spirit of 2025 – it’s unlike anything else we’ve seen this year.

Although it’s not official, the recent talk about Bautista potentially returning shows how much the project is still changing as DC Studios gets closer to starting production.

As we reach the midpoint of the season, M-Tex is facing several serious problems. This includes the aftermath of the incident with the driver in the truck from the beginning of the last episode, who tragically took his own life before the M-Tex vehicle made contact – a situation that could still lead to legal action. Additionally, the company is still dealing with the consequences of a deadly hydrogen sulfide leak at an old, unused pump jack that resulted in multiple fatalities among hunters.

We’re discussing District 9, director Neill Blomkamp’s first movie, which was released on August 14, 2009. Despite featuring a relatively unknown cast, District 9 became a critical and commercial hit, earning $210 million worldwide – an impressive result for an independent film made with a $30 million budget. Remarkably, it also received four Academy Award nominations, including Best Picture. This was a huge accomplishment for a first-time director, and while it didn’t win any awards, it cemented the film’s status as a sci-fi classic.

With award season underway, Michael B. Jordan has been discussing his upcoming 2025 vampire movie, Sinners, which has already earned positive reviews. He recently appeared on Variety’s Actors on Actors and spoke with Jesse Plemons, a former co-star from Friday Night Lights. During the conversation, Jordan reflected on his early life and how it shaped him, including the moment he understood the importance of his own name.