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
Fred extends its existing agentic backend with a Temporal-powered execution path for long-running tasks. Workflows remain resilient through retries, heartbeats, and durable state, while agent contracts and tool boundaries stay explicit and portable.
February 4, 2026 in architecture, ai by Dimitri Tombroff and Simon Cariou6 minutes
Thanks to Temporal, Fred makes document ingestion as reliable as microservices — with automatic retries, fine-grained observability, and custom pipelines for push or pull ingestion. A true game-changer for AI apps.
July 20, 2025 in architecture, ops, orchestration by Alban Capitant, Simon Cariou, Florian Muller and Dimitri Tombroff5 minutes