AI Tools Fine-tuning a 350M Model for Better Structured Outputs in 100 GRPO Steps This guide is a fully public, inexpensive recipe for making a small model substantially better at structured-output compliance. We fine-tune…
AI Tools Your JSON Is Valid but Your Data Is Wrong: Five Failure Modes LLM Structured Outputs Won’t Catch Constrained decoding solved a real problem. Before grammar-based methods like Outlines and SGLang, getting valid JSON from a language model…
AI Tools Structured Outputs vs. Function Calling: Which Should Your Agent Use? In this article, you will learn the architectural differences between structured outputs and function calling in modern language model systems.…