Top Vector Databases for AI Agents in 2026: Qdrant vs Pinecone vs Weaviate vs PgVector vs Milvus

Compare the leading vector databases for persistent AI agent memory, RAG, and multi-tenant semantic search in 2026. Detailed benchmarks on latency, filtering, hybrid search, and operational cost.