Nerif: The Python-Native Framework for Structured LLM Outputs & Real-Time Performance Metrics

Nerif: A Python-Native Way to Make Large Language Models Behave Like Ordinary Functions Large language models (LLMs) can feel like a gifted but unpredictable intern: brilliant one moment, rambling the next. Existing tools such as LangChain or Dify help, yet they often add layers of abstraction that hide what the model is actually doing. Nerif takes a different path—one that keeps LLMs firmly inside your Python code while still giving you exact control over prompts, outputs, and performance metrics. What Nerif Does, in Plain English ❀ Turn natural-language questions into True/False answers without writing ten-line prompts. ❀ Return LLM responses …