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Deterministic JSON Reaches Claude on Bedrock: Why Constrained Decoding Changes Campus AI Infrastructure
Executive Thesis Constrained decoding is an inference-level mechanism that enforces strict schema compliance by masking invalid tokens at the decoding stage. Amazon Web Services introduced native cons
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Abhinav Sharma
Founder of Impact Gate. See who breaks before you change an API.
The last point is the one that matters in practice. Guaranteed well-formed JSON removes the retry-and-parse cycle, but a schema-valid response can still be the wrong answer, so the downstream validation layer stays either way. Structure and correctness are separate problems.