JSON

As AI agents handle larger context windows and more complex workflows, the traditional JSON format is proving inefficient. Discover how ULMEN, a new encoding notation, optimizes token usage and semantic validation for modern LLM infrastructures.

Local LLMs often struggle with structured JSON output compared to managed APIs. This guide explores the three main failure patterns and provides code-based solutions using GBNF grammar, JSON Schema, and two-stage generation.