Orchestra AI by Hyperdrift · Field notes
Databricks
field notes.
Lakebase, AppKit and portable AI engineering choices on the Databricks platform.
← All field notes- 06Read →
AI engineering / Databases and agent state
Lakebase vs MongoDB and Cosmos DB: which approach fits?
Compare Lakebase’s Postgres approach with MongoDB and Cosmos DB document models: relationships, transactions, use cases and when Databricks integration matters.
Illustrative decision guide - 07Read →
AI engineering / Streaming and event contracts
LangChain vs Databricks AppKit for agent streaming
LangChain supplies agent updates; Databricks AppKit adds an integrated app server and agent host. Compare streaming, SSE, approval and recovery responsibilities.
Illustrative architecture guide