## Lesson — Positioning the translation of natural language

**Tags:** positioning, architecture, static-analysis

Positioning the translation of natural language instructions into AST queries as "compiling rules" distinguishes the tool from subjective AI reviewers. This framing emphasizes deterministic enforcement and speed over the hallucinations and latency inherent in LLM-based analysis.
