admiralagent - Spec-Driven ADaM Code Generation with LLM-Translated Layers

Translates P21-style ADaM specifications into executable 'admiral' code with validation comments. An LLM (optional, via 'ellmer') maps each spec variable's free-text derivation onto a closed vocabulary of derivation layers (structured JSON IR); a deterministic compiler renders the IR into 'admiral'/'metatools' code with 'CHECK' validation comments and writes provenance sidecars. Ships with a zero-dependency rule-based classifier as baseline and fallback; the LLM never writes R code directly and all model output is validated against the closed vocabulary before use.