The estimates in the original note were wrong in both directions, and Unraid's Apply does
not reliably recreate a container, which is worth knowing before the next tuning pass.
Captures the reasoning behind a not-yet-built feature so the constraints survive the
session, chiefly that AI stays enhancement-only and never load-bearing.