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Genie AI — Full Four-Engine Provably-Fair Lab

Genie now includes Verifier, Statistics, Simulation, and XGBoost-backed AI classification. It checks commitments, extracts statistical features, simulates bankroll risk, walks through digest math, exports research data, and narrates every 15 rolls from grounded facts. Genie audits randomness and verifies math; it does not beat provably fair dice or predict independent future rolls.

1. Verifier Engine

Hash commitment, HMAC recompute, plugin profiles, session replay walkthrough.

2. Statistics Engine

Entropy, chi-square, KS, monobit, runs, correlation, compression, spectral proxy.

3. Simulation Engine

Flat, Martingale, Reverse Martingale, D’Alembert, Fibonacci, fractional Kelly, Monte Carlo.

4. Genie AI Engine

XGBoost when installed and trained; honest fallback when data/package is missing.

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