Why Your LLM Applications Crash in Production (and How to Fix It Under 15 Microseconds)

If you're building applications with OpenAI, Gemini, or LangChain agents, you already know the pain: Large Language Models are unreliable. You ask for a JSON response. You set up a strict parser like Pydantic or Marshmallow. But then: The LLM cuts off mid-sentence because it hit the token limit. The