Untangling Complex Systems: A Decentralized Approach to Root Cause Analysis

A new federated learning framework enables identifying the origins of anomalies in industrial control systems without compromising data privacy or requiring model changes.

A new federated learning framework enables identifying the origins of anomalies in industrial control systems without compromising data privacy or requiring model changes.
The Office of the Comptroller of the Currency, in all its bureaucratic glory, has flung open the doors to a feedback stage. The proposal, a masterpiece of red tape, seeks comments on the Guiding and Establishing National Innovation for U.S. Stablecoins Act. How very thrilling, don’t you think?
So, here we go again-another day, another crypto product designed to make professional traders feel like they’ve stumbled upon a unicorn. Kraken, that lovable exchange we all know for sending our crypto portfolios to the moon and sometimes, the basement, has launched Flexline. This is their latest attempt to get pro traders to borrow money without selling their crypto. No big deal, right? Just a casual flex of your crypto assets to get some cash-because why not?
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The recent Resident Evil games show a clear trend: Capcom is skillfully blending nostalgia with innovation. Resident Evil 7: Biohazard successfully rebooted the series by returning to the survival horror roots of the original game, after the more action-focused Resident Evil 6. This was followed by impressive remakes of Resident Evil 2 and 3, and then Village, which leaned into fantasy horror while building on the legacy of Resident Evil 4. The recent remake of Resident Evil 4 itself further demonstrated this approach, reimagining a classic for a new generation. Looking at these games together, it’s obvious Capcom is exploring how to revitalize established concepts. While all the games are strong, the mainline entries are where Capcom really tries to define the future of Resident Evil. Village ended by hinting at bold new directions, and with the announcement of Requiem, I’m excited to see if it delivers on that potential.

Bloomberg’s analysts, those modern-day soothsayers in pinstripe capes, Paul Gulberg and Samuel Radowitz, posit that Coinbase’s stablecoin venture-once a humble side act in its crypto carnival-now pirouettes toward stardom. In 2025, the exchange raked in $1.35 billion from these tokens, a 48% leap from 2024’s $911 million. Nineteen percent of its total revenue, they say? How quaint! As if stablecoins are the financial world’s answer to a well-timed punchline.

This quest takes you across several different locations, and it cleverly includes the recently added Controlled Access area on the Dam map. As you investigate, you’ll need to find secret spots and open locked doors, all while being monitored by the new ARC Units.

And there’s so much more! From forgotten hurricane evacuations and player injuries, to frustrating players like Phillip Sheppard and Russell Hantz, and heartwarming moments like Boston Rob and Amber’s engagement and Ethan Zohn playing soccer abroad, the show is packed with memories. We see Tony Vlachos’s elaborate spy shack and remember the shock of Cirie Fields being unexpectedly eliminated, all while Jeff Probst was obsessed with hidden advantages. These images flash by, a mix of old and new, leaving us feeling like we’ve traveled through time, like in Back to the Future. But instead of the past, we’re right here, right now. Twenty-five years have flown by, yet we’re still in the same place, watching the same show on a screen that’s become thinner and lighter. It makes you wonder, what have we actually done with all this time? We’re still watching Survivor.
The round, led by a motley crew of Anagram, PL Capital, and Franklin Templeton, with a chorus of Blockchain Coinvestors, Virtuals Ventures, and ABCDE, is a carnival of capital.
![The study demonstrates that predictive scoring for fraud scenarios-considering both actionability and information access-exhibits variance dependent on the decomposition method employed, with observed scores averaged across diverse models, actor types, and jailbreaking techniques, and quantified by [latex]94\%[/latex] credible intervals to reflect inherent uncertainty.](https://arxiv.org/html/2602.21831v1/x4.png)
Researchers have developed a systematic method for evaluating how readily artificial intelligence can be exploited to assist in fraudulent activities and cybercrime.

A recent missive from the alchemists of CryptoQuant reveals a curious sight: Ethereum’s deposit addresses to Binance have swelled like a tavern after a feast, leaping from 360,000 to 450,000-a number so grand it makes a pauper weep! Such a surge, they whisper, may signal impending doom, for what is an asset on an exchange but a coin waiting to be tossed in a game of chance? Yet, dear reader, is this merely a prelude to calamity, or the market’s way of saying, “Let’s play poker with your life savings”?