News for hackers. Stuff that matters.
Re:MCP Specification – 2025-06-18 by fellatio on Thursday June 19, 2025 @03:39AM (#44316392)
Any model can provide perfect JSON according to a schema if you discard non-conforming logits.

I imagine that validation as you go could slow things down though.

Re:MCP Specification – 2025-06-18 by ethbr1 on Thursday June 19, 2025 @08:12AM (#44317904)
Expect this is a problem pattern that will be seen a lot with LLMs.

Do I look at whether the data format is easily output by my target LLM?

Or do I just validate clamp/discard non-conforming output?

Always using the latter seems pretty inefficient.

Re:MCP Specification – 2025-06-18 by svachalek on Thursday June 19, 2025 @09:58AM (#44318749)
The technical term is constrained decoding. OpenAI has had this for almost a year now. They say it requires generating some artifacts to do efficiently, which slows down the first response but can be cached.