Authored an article explaining how structured outputs from LLMs can degrade response quality and create false confidence.
How media typically covers Sam Lijin
Referenced in coverage
LLM provider structured outputs APIs degrade response quality by forcing models to prioritize output conformance over accuracy, as demonstrated by OpenAI's GPT-5.2 mishandling receipt data extraction.
“Authored an article explaining how structured outputs from LLMs can degrade response quality and create false confidence.”