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When Graphs Are Overkill: Why We Moved Our Knowledge Graph from Neo4j to Postgres

When Graphs Are Overkill: Why We Moved Our Knowledge Graph from Neo4j to Postgres

Unoplat Code Confluence v0.22.0 migrated its knowledge graph from Neo4j to PostgreSQL. Here is the rationale, the operational wins, and the lessons learned along the way.

postgres neo4j migration knowledge-graph architecture rag scalability operational-complexity metrics embeddings self-hosted infrastructure traversal
J Jay Ghiya
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Why Agentic AI Products Need Observability on Day 1 (and Durability Soon After)

Why Agentic AI Products Need Observability on Day 1 (and Durability Soon After)

Early releases of agentic products are where you discover improvement potential and user experience quality. Learn about shift-left observability and workflow durability.

observability llm temporal pydantic-logfire agentic-ai
J Jay Ghiya