- Create validation.py with known gene ranking validation - validate_known_gene_ranking: PERCENT_RANK window function over all genes - Computes median percentile, top quartile count/fraction for known genes - generate_validation_report: human-readable text output with formatted table - Update __init__.py to export run_qc_checks, validate_known_gene_ranking, generate_validation_report