Judging the Judges: A Critical Look at AI Safety Benchmarks

New research reveals that popular evaluations of artificial intelligence safety have limited academic impact, raising questions about how we measure progress in this crucial field.

New research reveals that popular evaluations of artificial intelligence safety have limited academic impact, raising questions about how we measure progress in this crucial field.

What sets Hyperliquid apart, according to Kala, is not merely its product-market fit, but its token design-a structure so refreshingly transparent that it stands in stark contrast to the convoluted schemes that have plagued the crypto sphere. “No governance mumbo-jumbo,” he quips, his tone laced with a mixture of disdain and amusement. “No token feeding into some other token, no dynamic inflation, burning, minting stuff that has destroyed many people’s capital and brains.” One can almost hear the ghost of Turgenev chuckling in the background, appreciating the irony of such clarity in a world so often shrouded in obfuscation.

Many beloved classic action games have been brought back to life through updated versions and collections, but a lot remain playable only on their original systems. This is often due to licensing issues or simply a lack of interest from the companies that made them. Not every game needs a full, modern remake, but I think all games deserve to be saved in some way, even if they weren’t huge hits.
New research pushes the boundaries of computable structure theory, demonstrating conditions for constructing computable models of theories extending Peano Arithmetic.
And guess what? They’re not just buying it to flex on Instagram. Nope. They’re shoving it into cold storage. This isn’t your average “I lost my password” excuse. This is hardcore “I’m in it for the long haul, baby” territory. Apparently, everyone’s in it for the grand prize. Or maybe just because they’re bored and need something else to cry over.
In a world where markets are supposed to vacuum up any crazy tremor, blockchain data says something odd: BTC keeps racking up folks pulling coins off exchanges. The math? Not preparing to flip the switch and sell-apparently, they’re just taking the long road to the cold storage.

A new benchmark assesses the ability of artificial intelligence agents to identify, fix, and exploit vulnerabilities within smart contracts.
![The renormalization-group flow of bond decimations-examined for a disordered spin chain of length 80 with long-range interactions parameterized by [latex]\alpha = 2.0[/latex]-reveals how a standard decimation procedure and a graph neural network-assisted approach each navigate the complex landscape of bond severances, with the probability of removing bonds of a given length-binned logarithmically-shifting predictably across renormalization group steps and averaged over numerous disorder configurations.](https://arxiv.org/html/2603.05164v1/2603.05164v1/rg_flow_heatmap.png)
Researchers have successfully employed machine learning to predict the entanglement properties of complex, disordered quantum systems, offering a new path to understanding their behavior.

Nintendo has primarily released its own older games on the Switch, but fans can still hope for more. The recent remakes of Live A Live and ActRaiser prove that other classic titles could also be updated or brought to the system, whether through full remakes, remasters, or simple ports.
And get this: this bullish chaos is happening even though XRP’s price recently took a nap, interrupting what looked like a rocket ride to the moon. Houston, we have a hiccup.