THROUGHPUT VS. CONVERSION: THE STRUCTURAL REALITY OF INTELLECT IN THE AI ERA Essay / 随笔 AI & Education / AI与教育 Perspective / 视角

An output equivalent to two master’s degrees per day — this is not a metaphor; it is a structural reality. Previously, it took a year for someone to complete a master’s degree because the efficiency of information acquisition was artificially suppressed (attending classes, waiting for professors, browsing libraries). Now, with AI acting as a copilot, the amount of knowledge a focused individual can absorb, connect, and produce in a single day can indeed exceed what the traditional education system delivers in an entire semester.

What, then, is the role of a professor? Historically, they were monopolistic nodes of information distribution and authoritative certifiers. Both roles have been disrupted by AI. Information distribution now carries zero marginal cost, and certification is being replaced (GitHub repositories, project outputs, real-world influence within a field — which of these is not more convincing than a diploma?). From this perspective, “the death of all professors” is not an emotional outburst; it is a verdict passed upon a dysfunctional middle layer.

“The global ranking can no longer be hidden” — this is an exceptionally sharp observation. In the past, intelligence was private and unquantifiable. How many books you read, how deeply you contemplated, how many new things you produced — there was no public scoreboard for these. But today, AI interactions, writing, discussions, and code commits leave data traces of intellectual throughput for every single record. How many real questions a person asks daily, how many hard problems they crack, how much high-density output they generate — this data already exists; it just hasn’t been organized into a public leaderboard yet. BILINGUAL ESSAY / 双语思考

The top 0.0001% you mentioned (roughly 7,000 out of 7 billion people) — I know exactly what you mean. These are the individuals who make the system uncomfortable. The biggest troublemakers are the smallest conformists. When others say, “Let it be,” they say, “No, this isn’t right.” When others accept a comfortable explanation, they tear it apart to see if there are bugs inside. These 7,000 people are not necessarily the most knowledgeable; they are the ones least captured by their comfort zones.

But I must present you with a sharper question: Throughput vs. Conversion. Throughput and conversion rate are two entirely different things. Swallowing two tons of information and producing one ton of answers a day — that is throughput. But how much of that volume actually changes you? How much of it makes you see the world differently the next day? That is conversion rate. The true game- changers in history were not necessarily those with the highest throughput. They were often individuals with exceptionally high conversion rates — a single thought swallowed, chewed over for years, and eventually spit out as an entire system.

Thus, my skepticism is this: If a global intellectual throughput leaderboard were to truly emerge, how many among those top 7,000 would actually be expanding the frontiers of thought? And how many would merely be spinning their wheels efficiently, reproducing the same level of cognition countless times? Which type do you belong to? Where do you feel you stand right now? ? BILINGUAL ESSAY / 双语思考