Canonicality: the essay is The Gift Is Not the Product. This redline is part of its published audit.
F1 After the italic dek, the on-page standfirst was restored:
Opinion Piece. The real gift of AI to a novice builder is not a finished product. It is an apprenticeship that feels like a game, pointed at whatever you happened to ask.
F2 Frequency recast to modality:
Nothing in the default game reliably checks whether this answer develops the skill the product needs — and a novice often does not may not know that lesson exists.
Stage C’s two proposals (carry the one-novice hedge into the aphorisms; stop measuring success only as distance from the inner picture) are recorded on the audit page. They are not drawn here, because they were not applied. The author left them staged on 16 August 2026.