After a few iterations, I reduced the entire problem to a single loop and a tiny state machine. At the core, a voice agent only needs to answer one question: is the user speaking, or listening?
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In Geekbench 6, the ProArt GoPro Edition's AMD Ryzen AI Max+ 395 chipset earned a single-core score of 2,980 and a multi-core score of 17,967. On the single-core front, its score is similar to that of the 2025 Razer Blade 18 (3,057) and the 2026 MSI Prestige 14 Flip AI+ (2,824), two Windows laptops with top-of-the-line Intel chips. They all trail the 15-inch M4 MacBook Air (3,778), which will feel the snappiest in everyday productivity scenarios.
"The plight of the mackerel is part of a wider failure to take scientific advice intended to keep stocks healthy and able to recover from fishing pressure.
“鼓励各地发挥比较优势、各展所长……促进区域联动发展。”2025年10月，先于部分地方公布的中央“十五五”规划建议中，“区域协调发展”作为一项重点工作被提出。