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Constrained Decoding vs Post-hoc Validation: Production LLM Extraction Needs Both
Constrained decoding and post-hoc validation solve different problems.
Constrained decoding is generation-time control:
fewer malformed payloads
less wrapper text
better adherence to schema/tool shape
Post-hoc validation is the trust boundary:
coerce what is safe
reject what is not
attach confidence where routing matters
A payload can be perfectly valid JSON and still be wrong for the workflow.
That is why production extraction systems need both.
This is also...
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