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How to structure prompts for reliable, parseable LLM output

Flaky LLM output is usually an underspecified prompt, not bad luck. Give the model a role, explicit constraints, worked examples, and a fixed format, then enforce the schema with constrained decoding, so your code parses every response the same way.

Ahmad J · Aug 11, 2026 · 4 min read