Adversarial Workers
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Supervised Distributed Computing: Efficiency and Robustness under a Majority of Adversarial Workers
arXiv:2605.14784v2 Announce Type: replace Abstract: We consider a recently proposed \emph{supervised distributed computing} paradigm \cite{augustine2025supervised} that extends and refines the standard master-worker paradigm for parallel computations. In this paradigm, there is a supervisor, a source, a target, and a collection of workers. The distributed computation is given as an acyclic task graph that is known to the supervisor.
Inside the California city where democratic socialists are testing their 'anti-business' agenda
Just 30 minutes from San Francisco sits the city of Richmond, Calif., which has quietly become one of the country's most unusual political experiments. It's a city where an activist coalition that includes democratic socialists has exercised influence over local government for years. From the outside, Richmond looks like any other working-class California city with a massive Chevron refinery looming over the shoreline and immigrant-owned businesses lining 23rd Street.
The Usefulness Gap in Proof-of-Useful-Work: An Empirical Study of Pearl's cuPOW Protocol
Announce Type: replace Abstract: Pearl, a Layer-1 blockchain with high-profile AI industry endorsements, markets its Proof-of-Useful-Work (PoUW) protocol as simultaneously securing the network and performing AI inference. We present the first systematic empirical measurement of a deployed PoUW system, finding that Pearl's 24 EH/s network -- representing approximately 320,000 GPU-equivalents consuming an estimated 112 MW -- produces zero useful AI computation. Budget GPU rental prices rose...
The Usefulness Gap in Proof-of-Useful-Work: An Empirical Study of Pearl's cuPOW Protocol
arXiv:2606.04819v1 Announce Type: new Abstract: Pearl, a Layer-1 blockchain with high-profile AI industry endorsements, markets its Proof-of-Useful-Work (PoUW) protocol as simultaneously securing the network and performing AI inference. We present the first systematic empirical measurement of a deployed PoUW system, finding that Pearl's 24 EH/s network -- representing approximately 320,000 GPU-equivalents consuming an estimated 112 MW -- produces zero useful AI computation. Budget GPU rental...
Generative AI-Enabled Refund Fraud in Chinese E-Commerce: Investigation on Merchants and Platform Workers
arXiv:2606.03215v1 Announce Type: new Abstract: E-commerce dispute resolution typically relies on the security assumption that digital evidence truthfully reflects physical reality. Generative AI (GenAI) invalidates this threat model, enabling attackers to fabricate hyper-realistic evidence of product defects at negligible cost. Through semi-structured interviews with merchants (N=17) and platform workers (N=13) in the Chinese e-commerce market, we characterize this shift toward...
The ways we contain Claude across products
Get the developer newsletter Product updates, how-tos, community spotlights, and more. Delivered monthly to your inbox. Twelve months ago, we'd have rejected out of hand the idea of granting Claude access sufficient to take down an internal Anthropic service.
Kim Jong-Un shows off new nuke factory as he sends horror threat to West
Kim Jong-Un shows off new nuke factory as he sends horror threat to West Kim also announced a plan to "exponentially strengthen the national nuclear force," stating that today's nuclear potential was borne off the back of a "noble path of struggle" by scientists North Korean Supreme Leader Kim Jong-un has told workers at a brand-new nuclear production factory to work double-quick on producing fresh atomic weapons to bolster the nation’s growing arsenal. The Korean leader was photographed...
Alex Vindman Survived Trump’s Retaliation Machine. Now He’s Running for Senate
Alex Vindman knows a thing or two about pissing off President Donald Trump. In 2019, Vindman rose to national prominence when he served as a witness during Trump’s first impeachment trial. If you’ve lost track of that particular scandal, it’s the one involving Trump, Ukrainian president Volodymyr Zelensky, the Biden family … and Vindman listening in on a troubling phone call in his capacity as the director for European affairs on the National Security Council.
Deep learning four decades of human migration
Abstract Human migration is a fundamental driver of global demographic change, shaping population structure, labour markets and social policy across countries1,2,3. Although long-term migration patterns are often linked to economic development4, they can shift rapidly in response to shocks such as conflict, environmental crises and political change5. Despite its importance, migration remains difficult to measure consistently: existing data are sparse, concentrated in high-income settings and...