Technical articles and insights
As AI shifts from chat to agents, compute demand has grown 100-fold. But the real challenge with edge devices isn't affordability—it's usability. The TCO trap is consuming their potential value.
From code completion to vibe coding, AI programming has undergone three major leaps. This isn't just tool improvement—when AI learns to write code, it gets the keys to manipulate the entire digital world.
Comparing AI to the invention of computers may seriously underestimate the impact of this transformation. When capital can bypass human labor and directly convert into productive forces, we are not facing a technological iteration, but a restructuring of production relations.
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