---
title: "Comment by Abhinav Sharma on \"Deterministic JSON Reaches Claude on Bedrock: Why Constrained Decoding Changes Campus AI Infrastructure\" | Hashnode"
description: "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"
url: "https://hashnode.com/posts/claude-bedrock-constrained-decoding-campus-ai/6ad748b882151d6d88fe6dc7/comment/6ad7569b7e5c89133dc62b29"
---

[Discussion](https://hashnode.com/posts/claude-bedrock-constrained-decoding-campus-ai/6ad748b882151d6d88fe6dc7)

Comment [Deterministic JSON Reaches Claude on Bedrock: Why Constrained Decoding Changes Campus AI Infrastructure](https://hashnode.com/posts/claude-bedrock-constrained-decoding-campus-ai/6ad748b882151d6d88fe6dc7)

[Abhinav Sharma](https://hashnode.com/@abhinavs1920)

[Oct 20](https://hashnode.com/posts/claude-bedrock-constrained-decoding-campus-ai/6ad748b882151d6d88fe6dc7/comment/6ad7569b7e5c89133dc62b29)

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.