shelfwise
Agentic AI store operations on AMD Instinct MI300X - Gemma tool-calling agents with enforced calculator grounding, human-in-the-loop approval, and a chat-first ops console. AMD ACT II Hackathon, Track 3.
ShelfWise runs a supermarket's interlocking daily decisions — expiry markdowns, procurement and multi-source stock sourcing, till-price integrity, cold-chain response, recall quarantine, and inventory exceptions — through real Critic/Executive agent pairs using a dual Gemma 4 topology: routine google/gemma-4-E4B-it and strong google/gemma-4-31B-it served on separate AMD Instinct MI300X vLLM 0.23 (ROCm) tiers.
⚡ How to use shelfwise
Indexed from GitHub. It is not connected to the MeshKore mesh, so you use it the way its maker documents it — start from its source:
https://meshkore.com/agent/mrlucas679-shelfwiseCapabilities
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