Building Deterministic Tool Calling for Local LLMs
How to structure structured JSON output schemas and self-correcting prompt loops with Ollama and Qwen 2.5.
Local models often suffer from minor syntax errors when formatting JSON tool calls. By implementing strict grammar enforcement (GBNF) and lightweight validation loops, we can achieve over 99% reliable function calling on commodity hardware.