Capture validated debugging outcomes and ScoNet preprocessing findings in persistent notes so future sessions can resume with verified context instead of redoing the same investigation.
Add preprocess-only silhouette export and configurable result exporters so demo runs can be persisted for offline analysis and reproducible evaluation. Include optional parquet support and CLI visualization dumps while updating tests and tracking notes for the verified pipeline/debug workflow.
Persist orchestration artifacts, including plan definition, progress state, decisions, issues, and learnings gathered during delegated execution and QA gates. This preserves implementation rationale and auditability without coupling documentation snapshots to runtime logic commits.