Asking nicely in the prompt gets you most of the way and fails on the tail, which is where the automation breaks. Constrained decoding can guarantee the shape of completed output for supported schemas. Interrupted generations still need a failure path, and compilation has a latency cost.
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Downstream automation needs valid JSON every time. How do you get it, and what does it cost?
Asking nicely in the prompt gets you most of the way and fails on the tail, which is where the automation breaks. Constrained decoding can guarantee the shape of completed output for supported schemas. Interrupted generations still need a failure path, and compilation has a latency cost.
Updated Sep 2026 · Grounded in researched DevOps, SRE and platform engineering interview loops, written to a senior-engineer editorial bar, and never padded to hit a word count.
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UP NEXT ON YOUR JOURNEY
Next in this trackForty customers each want a fine-tuned model. You have eight GPUs. How do you serve that?Next in this trackSpeculative decoding promises a big latency win. When does it not deliver, and what does it cost you?Next in this trackFinance wants your GPU inference service to scale to zero overnight. What do you tell them?
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