... break without fresh, reliable data. Vector DBs alone can t handle hybrid recall or scale gracefully. Enterprise teams need auditability + efficiency, not black-box memory. What GraphBit s Data Layer does differently Unified Retrieval One interface across pgvector, Qdrant, Weaviate, Elastic. No lock-in. Hybrid Search Dense + sparse + graph edges for accuracy & fewer hallucinations. Versioned Memory Short-term, long-term & time-scoped recall with audit logs. Targeted Caching Hot responses + tool I/O caching to cut infra spend. Real ... ... biggest data pain you ve faced in scaling AI agents? Try it here: @GraphBit Musa Comment from Imrul Kayes(@imrulkaayes): Data really is the silent failure point for most agents. Makes me wonder, how are teams today balancing freshness vs