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Agent Pipeline

PlannerIntent classification
Query TransformLLM rewriting
MatchmakerVector search
RerankerCross-encoder
CommunicationLLM streaming

Database Ingestion

Trigger an asynchronous agent to ingest records from the CSV file. Pass 0 for full ingestion.

Warning: The ingestion runs asynchronously using DuckDB and Pandas over the NATS event bus. Full 165k record ingestion may take a few minutes to reflect on the dashboard.