John Henry puts human judgment against AI agents

Field notes

The protocol separates setting the standard from judging the work: reviewers define useful output before the task, and both sides receive the resulting criteria. The autonomous agent is allowed to plan, research, and revise within the same declared spending limit as the expert’s work. The visible healthcare-strategy example is labeled as an interface demonstration, not evidence from a completed comparison.