sky-lattice/docs/decisions/D002-llm-as-front-door.md

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# D002 — LLM as front door only
- **Status:** active
- **Date:** 2026-07-15
## Decision
Cursor/Claude Code **skills** are an optional UX that load customer `intent.yaml` + `decisions/` and invoke `platformctl`. The LLM must not emit unaudited GRANT/SQL as the system of record.
## Why
Session N+1 with TF state recovers *what* exists, not *why*. Skills + decision files fix amnesia without putting the model in the apply path.
## Alternatives rejected
- Free-form chat regenerating the whole platform each time
- Requiring every customer engineer to use an agent IDE (CLI-only path remains first-class)