LMQL

LMQL is a specialise query language designed to simplify interactions with large language models (LLMs) by providing a structured, SQL-like syntax for crafting and executing prompts. Rather than writing natural language prompts or complex API calls, developers and researchers can use LMQL to define precise queries, control model behaviour, and structure outputs in a more predictable and repeatable way. The language abstracts away the complexity of managing LLM interactions, allowing users to focus on logic and intent rather than prompt engineering details. LMQL is particularly valuable for building production applications that require consistent, reliable outputs from language models, as it enables better prompt management, easier debugging, and more sophisticated control flow compared to traditional prompt-based approaches.