Evidence and limits
Finding: Selective memory extraction and consolidation can reduce context use and improve benchmark retrieval relative to several reported baselines.
Impact: Watch selective consolidation as an implementation candidate only through a reproducible owning-system comparison. Reject vendor-reported benchmark gains as governance or deployment validation.
Boundary: The paper is authored by the system's builders, uses benchmark and model-judge evaluation, and does not test repository custody, correction authority, or private-context isolation. Next: can an independent replay reproduce gains while preserving source evidence and deletion semantics?
Flags: builder-authored; benchmark and model-judge dependence
Record State: Catalog review recorded; not a performance endorsement
What was reviewed: Structure and relevance screened; not a full evaluation