Last two weeks I shipped myself 46 tickets, most closed and merged A few key things: - Memory now adapts to each user: preference nodes with weighted "prefers" edges personalize retrieval per user in the same graph, different answers depending on who's asking. -> great help from Lazar - recall() on a not-yet-built graph now returns instantly with a "memory warming up" marker instead of running a full graph search + LLM call. We found 511k wasted searches from empty-graph queries - New cognee-cli doctor: misconfiguration now fails loudly at first use with preflight checks, instead of surfacing as a cryptic error three steps later. - Every fact in your knowledge graph can now carry an audit-grade provenance trail (W3C PROV-O)