Research questionHow can data-centric agents reuse prior intent-to-object discoveries without causing retrieval interference?Data-centric agents often discard mappings between task intent and relevant data objects after discovery, forcing similar searches to start over. Reusing those mappings may improve retrieval, but stale or conflicting memories can interfere with later discovery.