国家生物技术信息中心PubMed数据库
不过值得注意的是，在笔记本电脑品类中MacBook Neo的表现堪称例外，这或许预示着未来可能出现转机。
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北约秘书长称部分盟国未通过美国考核02:11
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Специалист поделился эффективными методами нормализации снаЭксперт Казаченко: Исключение калорийной вечерней пищи помогает восстановить цикл сна
GPU AutoresearchLiterature-Guided AutoresearchTargetML training (karpathy/autoresearch)Any OSS projectComputeGPU clusters (H100/H200)CPU VMs (cheap)Search strategyAgent brainstorms from code contextAgent reads papers + profiles bottlenecksExperiment count~910 in 8 hours30+ in ~3 hoursExperiment cost~5 min each (training run)~5 min each (build + benchmark)Total cost~$300 (GPU)~$20 (CPU VMs) + ~$9 (API)The experiment count is lower because each llama.cpp experiment involves a full CMake build (~2 min) plus benchmark (~3 min), and the agent spent time between waves reading papers and profiling. With GPU autoresearch, the agent could fire off 10-13 experiments per wave and get results in 5 minutes. Here, it ran 4 experiments per wave (one per VM) and spent time between waves doing research.