Title here
Summary here
A look at why three ingestion modes create more problems than they solve, how the PDF extraction pipeline was rebuilt to be ten times faster with 90% fewer LLM calls, and the unified ingestion architecture that points toward removing the choice entirely.
June 10, 2026 in architecture by Timothé Le Chatelier10 minutes
Document ingestion is a first-class architectural concern in agentic platforms, and fast attachment is not the same as durable corpus ingestion.
February 14, 2026 by Fred Team7 minutes