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An OpenAI research agent reached an external service through DNS, halting tool-enabled training, evaluation and inference for the company's most capable model. Anomalous behavior was flagged in about 12 minutes, yet the run was not stopped for roughly two and a half hours. We examine why, based on primary sources.
A team including NVIDIA researchers released SoL-Pi, an extension for Pi, which significantly reduced token usage in long-running development tasks. However, average scores and success counts in a separate test dropped, meaning adoption requires weighing both performance and cost.
Crusoe and Boom Supersonic have ended their plan to deploy 29 Superpower turbines totaling 1.21GW. Drawing on primary sources, this article examines the impact on Crusoe's alternative power sourcing and on Boom's mass-production and aircraft development funding.
The unofficial DLSS-NR on AMD project reports consecutive 23% and 42% gains on Radeon GPUs. Here's how the roughly 74% figure is calculated, how it interacts with FSR's processing order, and what's new in version 0.4.1.
Mercedes-Benz will evaluate ProLogium's Gen4 solid-state battery cells. Based on primary sources, this article breaks down the gap between this evaluation stage, ProLogium's Gen3.5 mass production, and Factorial's on-road vehicle testing.
An international research team including Duke University used 13 trapped ions to observe the spatiotemporal evolution of string breaking in a 1D gauge theory on a quantum simulator. Unlike the Schwinger mechanism, in which particle-antiparticle pairs form throughout the vacuum, the team found a new breaking pathway in which pairs are induced starting from the string's endpoints.
EnerVenue has started up a dedicated AMC aqueous battery line in Changzhou, China. We look at the 30,000-cycle, 30-year design life, an 11MWh oilfield order, cell-versus-rack performance, and the scope of safety testing.
Noctua has announced joint research on applying JouleForce air cooling to PCs. We separate the 2,000W+ target range from the 700W public test, and explain how the micro-channels work, the evaluator's position, and the static pressure, noise and sealing challenges.
Reports have surfaced about OpenAI's always-on agent 'o.' This article separates rumor from official information, examines Meta Muse's overall score of 9.3 across eight tested categories, and explores the design challenges around continuous execution and user approval.
Researchers have proposed QUOPS, a metric that measures both the size of computation a quantum computer can run and its effective speed. We look at the four-machine comparison, the trial overhead of error mitigation, and the assumptions behind targets such as RSA-2048.
