add job entry script

ship resolve_parquet robustness fix (viewer 500 -> no_data)

Milestone 4: retention engine code (auto-audit poster + HF-Jobs entrypoint; activation deferred)

Milestone 3: dataset analyzer (quality/dedup + verbatim contamination)