Every team building a serious AI agent system hits the same wall. PostgreSQL for state, Pinecone for vector memory, Redis for events, Kafka for streaming — five operational surfaces, five billing accounts, five places where something can go wrong. PhoebeDB was designed from the beginning to solve this fragmentation with cross-type atomicity, snapshot-consistent reads, and causal replay in a single kernel.