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normalize_tag_name (per-word capitalize + whitespace collapse) is applied in the POST /api/tags handler so operator-entered tags get clean display casing. It is NOT applied in the shared find_or_create / rename paths — those are used by the ML tagger and allowlist matching, which must preserve the booru vocabulary's original casing (Title-Casing it broke apply_allowlist matching). find_or_create / rename keep case-insensitive lookup + clash detection so a differently-cased entry dedups onto the existing tag instead of forking. Tests updated to expect Title-Cased create output (sunset→Sunset, character:Saber→Character:saber, http://example.com→Http://example.com) and a dedicated normalize_tag_name unit test. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>