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When OCR reads extra characters (e.g. sticker border as 'C', spurious 'Z' insertion), the raw text exceeds 17 chars and the old first-17 trim produced wrong VINs. New strategy tries all 17-char sliding windows and single/double character deletions, validating each via check digit. For 'CWVGGNPE2Z4NP069500', this finds the correct VIN 'WVGGNPE24NP069500' (valid check digit) instead of 'CWVGGNPE2Z4NP0695' (invalid). Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>