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Explore our latest engineering insights, architectural blueprints, and practical playbooks.
Naive JSON prompting fails 15-20% of the time in production. Schema enforcement drops parse failures below 0.3%, but valid JSON can still be semantically wrong for weeks before anyone notices. Here are the 5 structured output decisions that determine whether your pipeline's data is actually correct.
99% of enterprises have a masking policy for non-production data, yet 84% allow exceptions and 34% report a breach or theft. Six test data gaps that open when AI agents join the test cycle, with a one-week plan.
Most RAG pipelines pass the user's query verbatim to retrieval. When user vocabulary doesn't match document vocabulary, relevant chunks never surface and the failure is silent. Here are the 5 query rewriting decisions that determine whether your retrieval actually finds what it needs.