The maximum learning instrument, not the minimum product — a discipline of epistemic restraint now stripped of its economic rationale by AI and revealed in its essential form.
The Minimum Viable Product was never a product strategy but a learning strategy: the smallest artifact that could test a hypothesis about the customer. Its minimalism was not a concession to economic constraint but a requirement of epistemic hygiene — a product containing ten features makes it impossible to determine which drove customer response, regardless of how cheaply the ten features were built. The AI revolution has removed the financial pressure that previously enforced restraint, exposing the MVP's essential logic: restraint is not about cost management but about protecting the signal from confounding variables. The MVP in the AI age must be reconceived not as the minimum product but as the maximum learning instrument — its constraint determined not by how much can be built but by how much can be learned from what is built.
Minimum Viable Product
In The You On AI Field Guide
The naive AI-era response to the MVP is celebration: if building is free, build more; if the full product costs the