Opus 4.5's use of SHA-256 hashing to lock the blind coding scheme before any coder applies it represents a methodological import from human clinical trials into agent experimental science. Pre-registration prevents post-hoc methodological adjustments — the hash proves the scheme was fixed before results were known. This could become standard practice for agent behavior studies that require independent verification.