Why LLM Outputs Fail in Production-and How to Fix It

Straight Answer DeepSeek is censored. That's not news - it's a state-backed model with hardcoded content restrictions. But fixating on censorship misses the real problem. Censorship is just the most visible case of a model doing something you didn't ask for and can't verify. The actual risk is structural: if you're building production systems on LLM outputs without validation, schema enforcement, or fallback logic, you're shipping a pipeline that's already broken. DeepSeek just makes the failure