Grammar Constrained Decoding Can Turn Llms Into Code Jailbreaks

Summary

AI progress this week looks less “bigger models” and more control over the hidden variables that actually govern ... This research paper introduces a Broken JSON: prevent it with llama.cpp Why do large language models sometimes fail Try Voice Writer - speak your thoughts and let AI handle the Every AI agent tool call is just text, and the program reading it is unforgiving — one bracket out of place and the whole response ... Free newsletter: multiagentacademy.substack.com/ Asking a language model Your prompt says "return valid JSON." The model returns a missing quote. Here's why prompting The part that matters the moment a model touches anything real: injection, Benchmark how enforcing JSON output rules affects latency: JSON-