Uses circuitforge_core.tasks.scheduler. VRAM detection via cf-orch when
available, falling back to unlimited. Adds expiry_llm_fallback task type
to background-predict expiry dates for items the LUT doesn't cover.
.gitignore already excludes .env — was accidentally included in initial commit.
DIRECTUS_JWT_SECRET is present in git history and should be rotated before push.