That said, the MacBook Neo will probably be a strong performer compared to other options at its low price point. In a press release, Apple claimed the A18 Pro chip is up to 50 percent faster for everyday tasks like web browsing, and up to three times faster when running local AI workloads, compared to the latest mid-range Intel Core Ultra 5 chip in top-selling Windows laptops. Of note, Apple says it still supports Apple Intelligence features on device.
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16:33, 4 марта 2026Силовые структуры
Sarvam 30B runs efficiently on mid-tier accelerators such as L40S, enabling production deployments without relying on premium GPUs. Under tighter compute and memory bandwidth constraints, the optimized kernels and scheduling strategies deliver 1.5x to 3x throughput improvements at typical operating points. The improvements are more pronounced at longer input and output sequence lengths (28K / 4K), where most real-world inference requests fall.