// RAG
RAG beyond hello world
Retrieval is a pipeline, not a lookup.
A series on building retrieval that survives contact with real documentation. It starts where most tutorials stop, with the naive version, and walks through the decisions that actually move quality: what you index, what you search for, which candidates you generate, how you rank them, and how you know any of it got better. Built in the open with symfony/ai.
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RAG beyond hello world: retrieval is a pipeline →
The mental model. Why the naive version breaks on real docs, and the four questions retrieval really is.
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Indexing sets the ceiling for retrieval →
The indexing side: loading, chunking and enriching the source before anyone searches it.