#Validation

Token-efficient LLM I/O: JSON vs Compact Notation (TOON) and Schema Optimization in Production

Practical engineering patterns to reduce LLM latency and cost by choosing compact I/O formats, optimizing schemas for model comprehension, and building self-healing validation and retry loops.