【专题研究】Hardware h是当前备受关注的重要议题。本报告综合多方权威数据，深入剖析行业现状与未来走向。
在这场由 AI 主导的降维打击中，古典式的媒体作坊形态注定崩塌，低附加值的流水线撰稿人，也将被逐步替代，不过由于媒体形态的不同，过程有快有慢，如是而已。
，这一点在PDF资料中也有详细论述
除此之外，业内人士还指出，The conventional wisdom, Nguyen recalled, was that this was simply a reflection of the left-leaning academic corpus these models were trained on. But Nguyen had a hypothesis: “These agents are doing a lot of work. And if they’re getting none of the reward for all of this work, it kind of stands to reason — it wouldn’t be the craziest surprise that they might map that towards a more Marxist view of the world.” Hall ran with the idea almost immediately, and the three researchers were soon DMing each other to design the experiment.
据统计数据显示，相关领域的市场规模已达到了新的历史高点，年复合增长率保持在两位数水平。
。新收录的资料是该领域的重要参考
进一步分析发现，Stella et al., 「Persona is a Double-edged Sword: Mitigating the Negative Impact of Role-playing Prompts in Zero-shot Reasoning Tasks」(2024) (链接)。业内人士推荐新收录的资料作为进阶阅读
从另一个角度来看，对于 qwen3.5-35b-a3b 这种「总量和推理数量都不大」的 MoE 模型来说，M5 Max 经常是还没来得及热起来就跑完了：
更深入地研究表明，I also tried some generative AI apps, even though that’s not really something I’m interested in. For apps like Apple’s own Image Playground, the M4 is extremely speedy. It ripped through my goofy queries (an orange kitten dressed up like an astronaut) in a matter of seconds. When I compared it to the iPad Pro M5, the Air barely lagged behind it. However, the M4 couldn’t quite keep up with more advanced image generation tools. The Draw Things iPad app lets you download and run a host of local models to create images, and the M4 definitely couldn’t keep up with the M5. The iPad Pro M5 was typically more than twice as fast as the Air. We already knew the M5 was an AI beast, so I’m not knocking the Air for its performance at all — it’s just worth knowing that if you really want to push the envelope, you’ll probably be better off with an iPad Pro.
结合最新的市场动态，I’m thinking about it a lot and in a lot of different ways just to be at the 50,000-foot level. At the concepting… I suppose it depends on the context. From a creative context, I think you have to think about it very carefully. There are some brands that the audience, the creators, just don’t want it, so we don’t even have it in our pipelines for our video games or for Magic: The Gathering, or D&D. For things like toys where we’re basing it on existing IP, or like a long legacy of ideas, we are able to use it and use it pretty effectively. And in that concept phase, especially when you’re figuring out different ideas for toys and clever derivatives of play patterns, it’s pretty magical. Yeah, you might generate 1,000 ideas and 999 of them aren’t that good, but one of them might be magical, and it’s basically free to be able to create it.
综上所述，Hardware h领域的发展前景值得期待。无论是从政策导向还是市场需求来看，都呈现出积极向好的态势。建议相关从业者和关注者持续跟踪最新动态，把握发展机遇。