Andrew Chen: When Creation Costs Approach Zero, Bottlenecks Shift to Validation and Attention
Venture capitalist Andrew Chen pointed out that the generation costs of mathematical proofs, code, videos, and lawsuits are approaching zero, but resources for validation, review, attention, and adjudication remain scarce.
He cited that infinite proofs correspond to a finite number of mathematicians, infinite code corresponds to a finite number of programmers, infinite videos correspond to a finite amount of attention, and infinite lawsuits correspond to a finite number of courts and lawyers, emphasizing that after the disappearance of creation costs, the costs shift to downstream processes.
In the technology and professional services market, generative tools lower the barriers to content and code production, with funds and talent accelerating towards validation, review, and high-quality attention; platforms and professionals gain premiums due to scarcity, while low-quality mass output dilutes overall efficiency.
Source: Public information
ABAB AI Insight
Andrew Chen has long focused on growth and platform dynamics. This observation continues his thoughts on the attention economy and network effects, directly mapping the "infinite supply" brought by AI to the structural shortages in professional validation.
On the capital path, after explosive growth in the creator and developer tools market, the next wave of value capture shifts to review, editing, legal, and expert validation services; resources shift from "producing more" to "filtering and trusting," motivated by the scarcity of segments determining the quality and credibility of the final usable output.
Analogies can be seen in the early internet content explosion where search and recommendation became bottlenecks, as well as the rise in security auditing and maintenance costs following the boom of open-source software. We are currently in a transitional phase where generative AI moves from a "supply revolution" to a "validation and attention bottleneck."
Structural judgment belongs to technological substitution: when the marginal cost of production approaches zero, the system bottleneck inevitably shifts from the creation end to the validation, distribution, and adjudication end. Whoever controls the scarce human judgment and attention regains pricing power.
ABAB News · Cognitive Laws
- When supply is infinite, scarcity is always at the validation end.
- When creation costs approach zero, trust costs must inevitably rise.
- The shift of bottlenecks determines value distribution more than the technology itself.