广义而言，已无法可靠甄别英文散文是否机器生成。LLM文本常有特殊“气味”，但识别中的假阳性与假阴性屡见不鲜。同理，ML生成图像越来越难辨识——通常可猜测，但我的同行偶尔也会受骗。音乐合成现已相当成熟，Spotify饱受“AI音乐人”困扰。视频生成对ML仍具挑战（谢天谢地），但预计终将沦陷。
训练是通过长时间持续投喂海量数据，让大模型学习、消化、掌握更多知识，从而变得越来越智能，而推理是依托训练好的大模型对外赋能、助力AI应用落地，在此阶段会消耗大量的Token。。关于这个话题，safew提供了深入分析
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Naturally, channeling such high power into a small cell would necessitate delicate treatment, correct? Not according to Donut Lab, which states its battery functions in temperatures as frigid as -30 degrees Celsius (-22 Fahrenheit) or as scorching as 100 degrees Celsius (212 Fahrenheit). To cap it off, it's constructed from common, readily obtainable, and inexpensive materials deemed "geopolitically secure," rather than rare-earth minerals often controlled by adversarial nations. All this implies the cell will be more economical to produce than comparable lithium-ion cells and, most notably, Donut claimed the battery is prepared for mass production.
Three-phase experiment: baseline → memory writing → memory utilization. Expected Phase C success rate 10-20% higher than Phase A.。关于这个话题，zoom提供了深入分析
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