Inference Session Management With Session Configuration And State Isolation

via “session and query context management with isolation”

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Unique: Implements hierarchical session context with variable scoping (global, session, query-level) and transaction isolation through query context objects that track table bindings and expression evaluation state. Session state is ephemeral but provides full ACID semantics for transactions.

vs others: More sophisticated than DuckDB's session model (which lacks distributed transaction support) and simpler than Snowflake's session management (which persists session state); provides good balance between functionality and operational simplicity.