Design, build, and operate the data and state management layer for an AI platform serving cloud, on-prem, edge, and air-gapped environments. Own production relational and key-value stores (PostgreSQL, Redis), vector and graph databases (Qdrant, Milvus, PGVector, Neo4j), object storage (MinIO, OpenEBS), event streaming (Kafka, NATS), and CDC pipelines (Debezium, Flink).… Ensure data durability, consistency, recoverability, multi-tenancy, and schema governance across all deployment contexts, serving as the reliability and observability substrate for downstream AI capabilities.
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