AI can generate ADaM code in minutes, yet expert time only moves from writing code to validating and fixing it. This white paper examines why, and how, in our research, three Verisian agents guarded by experts reproduced the R Consortium Pilot 3 package in one working day, with experts writing no code. Learn why half of the custom specifications were not AI-ready, how the Verisian Harness caught general-purpose models copying repository code in place of following the specification, and what expert review found in the reference implementation itself.