He frames the issue as one of independence, arguing employers need people who can “think” and “make decisions” on their own.
Simplest. No codegen, no runtime. Slow (10–100× native)
，更多细节参见safew官方下载
In my mind, errors are divided into two categories: expected and unexpected.
Build a distribution schedule that ensures your content reaches the platforms where community discussion happens. Rather than sporadic promotion when you remember, systematically share new content and participate in relevant discussions on a regular cadence. This might mean dedicating 30 minutes daily to community engagement, or setting aside specific times weekly for distribution activities. The consistent approach yields better results than irregular bursts of activity.
其二，L1层大量依赖GPU：目前GPU主要处理L2/L3层的AI任务，如果未来L1物理层的实时处理也迁移到GPU，ASIC的价值将被严重削弱。