The 7 LLM Integration Patterns That Break in Production

After 18 months of LLM integrations, these are the patterns that fail most often in production. Not theoretical failures - real incidents. You still need validation. response = llm ( format = " json ", prompt = user_prompt ) try: data = json. loads ( response ) except json