# Retired: open-ended disfluency generation (L1-GEN-008) Superseded by `sandbox/scripts/corrupt_from_clean.py`. Measured reason for retirement (DELETE-1500 + two-script run, 589 pooled candidates): - Template collapse: one probe batch emitted 6 near-identical "Deploy on Tuesday..." variants. - Judge acceptance 35.2% (166/472) vs 0.85 gate — 306 candidates were wrong or redundant. - Models cannot invent enough diverse statements to scale a 50-60k corpus. Kept for provenance only. Do not run. The corruption pipeline feeds REAL clean sentences in and asks only for the corruption, which is what makes diversity and deterministic verification possible.