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.
Pantry tracker app with: - FastAPI backend + Vue 3 SPA frontend - SQLite via circuitforge-core (migrations 001-005) - Inventory CRUD, barcode scan, receipt OCR pipeline - Expiry prediction (deterministic + LLM fallback) - CF-core tier system integration - Cloud session support (menagerie)