LMQL is an open-source programming language and runtime for constraining, composing, and optimizing language-model queries.
Developers install the official package, review model-provider configuration, protect keys, encode constraints carefully, create representative tests, measure cost and latency, test injection and failure paths, and review generated outputs.
LMQL is free and open source; model API, compute, hosting, and operational costs are separate.
Constraints do not guarantee truth or safety, and code can expose keys or create expensive queries. Secret hygiene, tests, provider limits, injection resistance, budgets, monitoring, and human review matter.
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