正如前面提到，一个强大的 AI agent，强大之处从来不在于知道或者训练过正确答案，而是「在面对没见过的情况时能自主探索出解决路径」，可以理解为一种 0-shot 或 few-shot 实现 SOTA 效果的能力。
“金属打印只是完成了坯件，真正的‘绣花’功夫主要在后面。”云耀深维创始人沈李耀威向硬氪透露。精度不足带来的连锁反应，是较长且较高成本的后处理流程，这被业界视为一个巨大的“隐形成本黑洞”。
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AIO lacks this infrastructure. ChatGPT doesn't provide website owners with analytics showing how often their content appears in responses. Perplexity doesn't send performance reports. Google AI Mode doesn't have a Search Console equivalent yet. This creates a visibility problem—you can't optimize what you can't measure.