The author dismisses the "hard takeoff" narrative promoted by thinkers like Yudkowsky, arguing that the leap to superintelligence overlooks the messy realities of hardware production. At a company called comma, the team faces supply‑chain snags: a single mis‑shipped component can derail a build, and a chip fabricated in a plant takes 3 months to complete with minimal human oversight.

An imagined ocean datacenter sketched in AI 2040’s vision is easily generated by a model, but constructing it demands logistics, energy, and infrastructure that current models cannot navigate. The piece highlights that tokens cannot magically transform lead into gold; AI must work within the same physical constraints as humans.

The article stresses local AI alignment, noting that a model that always obeys a user could be misused if tied to a corporate server. The author calls for guardrails that keep AI on the user’s side, rather than a distant, opaque service that might prioritize corporate interests.

Ultimately, it warns that AI will not suddenly overtake humanity; instead, its practical impact will hinge on solving engineering bottlenecks and ensuring alignment at the edge.