Priority: High
Implement folder-based batch ingestion with content hashing and incremental updates.
Priority: High
Create a stable query API with a structured JSON response.
Priority: Critical
Prevent semantic leakage across graph communities during retrieval.
Priority: Medium
Operationalize improve cycles with scheduling and regression checks.
Priority: Medium
Add confidence scoring, answer veto, and audit trails.
Priority: Low
Build a minimal UI for demos and inspection.