Apple is reportedly developing an AI-focused enterprise server using future M-series Ultra chips. The Information says it would launch in 2029 with either 2 or 4 M8 Ultra chips in two configurations. Apple’s planned shift would bring its first server product to market in nearly 20 years, targeting AI developers already buying Mac mini and Mac Studio for workloads.
TypeSafe AI Inc. exited stealth with a seed-funded AI system intended to be embedded in software as structured decision outputs rather than chat text. Jev is priced at 39 cents per 1,000 workflows, with the company claiming under 100 milliseconds latency. Developers can use Jev’s probability and confidence scores to set thresholds for when workflows should run automatically, request more info, or escalate to a human.
Wiley Science and Engineering Content Hub·1 month ago·
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A complimentary white paper laid out how single-phase direct liquid cooling is used to manage heat from AI and high-performance computing hardware and how it compares with two-phase and immersion methods. It says modern AI accelerators can exceed 1,000 watts per processor and a rack can release more than 100 kilowatts. It positions liquid cooling to replace air at higher rack densities by improving thermal removal, allowing denser systems while maintaining thermal margin for performance and hardware life.
The Sequence Learning Loop issue argues that AI capability alone can be insufficient without efficient supporting systems. It points to three September releases: DeepSeek V4.1 Flash, DeepMind’s AlphaGenome Atlas, and Meta’s Muse. As a result, it shifts attention toward cheaper context processing, reusable biological predictions, and more persistent agent deployment rather than only raw model performance.
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