And yet, the specification of almost every program in existence was communicated in natural language. At least between the customer and developer.

This argument makes the implicit assumption that humans are uniquely able to convert between this "customer wants a program that solves their problem" level and compileable code. That was a reasonable thing to believe in 1978, but is not a reasonable thing to believe in 2026.