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LMQL is an innovative programming language that extends Python, designed for efficient and constraint-guided programming of Large Language Models (LLMs). It allows developers to interweave traditional programming logic with native LLM calls, offering advanced control over model behavior through features like constraints, rich control flow, and optimized runtimes. This makes it easier to build complex LLM-powered applications with greater precision and efficiency.