insights

Notes from inside the builds

What production actually demanded — the retrieval decisions, the offline edge cases, the escalation ladders. Written by the people who shipped it.

featuredAI & retrieval · 3 min read

What building a production RAG system for legal documents actually requires

Chunking is where most legal AI quietly fails. A walkthrough of structure-aware splitting, why hybrid retrieval beat pure vector search for us, and what “cited” has to mean before a lawyer will trust an answer.

Jul 14, 2026 · read the post →

Navy retrieval diagram with electric-blue citation paths over cream document stacks

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