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AI Preparation Planner

GEMMA 2 + ENGINE

Grounded demand forecasts, ingredient shortage calculations, and AI menu synthesis

01

Shift Parameters & Advance Orders

Station: MUM-04 Central Rail
+15% extra portions
+15%
No recipes found in connected MongoDB storage

Your new MongoDB Atlas database is connected but has not been populated with standard recipes yet.

Gemma open-weight model interprets these constraints without overriding deterministic stock math. Voice notes processed via ElevenLabs STT.

Temporal Distributed Workflow Orchestrator

PIPELINE

Orchestrates context retrieval, deterministic baseline forecasting, SerpAPI supplier pricing, Tiger Data snapshots, and Gemma recommendations in a resilient workflow.