Vivek invokes Olah and Carter’s “research debt” essay: fields “choke on undigested ideas,” so “a clear explanation is a genuine contribution rather than a service job.” The evidence is sociological — “a lot of people working in interpretability today found the field through readable posts, not conference papers.” And the second-order payoff is reputational: “a body of public writing also doubles as the strongest credential you can hold, because it’s an unfakeable sample of how you think.” Generosity here “compounds… like nothing else,” with returns arriving “sideways, months later, as the collaboration or the reference or the role you couldn’t have applied for.”
This sharpens Don't be the discriminator — be the patron, not the judge — publishing a clear explanation is participation in creation, not selection, and it’s the kind of contribution that can’t be automated away. It’s the public face of Building real projects teaches AI skills faster than following structured curricula: shipping readable explanations is itself a form of building that compounds into reputation. And because each digested explanation lowers the cost of the next person’s work, it is Compound engineering makes each unit of work improve all future work applied to a whole field rather than one codebase.