StockShield AI

StockShield AI is an enterprise retail intelligence platform built for the AMD Developer Hackathon to eliminate global inventory distortions and stockout losses. The core problem in modern retail AI is the "LLM Hallucination Trap" — attempting to use large language models to compute inventory reorder math and time-series forecasts. StockShield AI solves this fundamentally by strictly separating mathematical computations from cognitive reasoning: Mathematical ML Engine: 100% of demand forecasting (HistGradientBoostingRegressor achieving R² = 0.995) and anomaly detection (IsolationForest) are handled by scikit-learn and supply chain inventory algebra, ensuring zero math hallucination. AMD Hardware Acceleration & AI Agent: Google Gemma 2 27B accelerated on AMD Instinct MI300X via ROCm and Fireworks AI interprets mathematical results, drafts C-level executive crisis memos, dispatches emergency supplier purchase orders, and generates overstock flash-sale campaigns. Automated Quality Gate: Enforces deterministic margin safety checks (discounted price > unit cost) before publishing promotional offers. Real-time Telemetry: Tracks token economics and business ROI multipliers down to fractions of a cent.