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🎯 v26 Expert Panel — 14 Specialised AI Experts
Distribution Shift Expert
MMD kernel + distribution shift detection
Expert #1 / 14
Surprise Governance Expert
LeWM surprise sizing + plausibility scoring
Expert #2 / 14
QuantAudit Expert
Quant audit gate + inflation gap analysis
Expert #3 / 14
Residual Graph Certification Expert
RGCS + spectral certification
Expert #4 / 14
Hybrid Chaos Agreement Expert
Classical + quantum Lyapunov chaos
Expert #5 / 14
World Model Surprise Expert
World model surprise + anomaly detection
Expert #6 / 14
MMD Kernel Calibration Expert
Kernel bandwidth + MMD calibration
Expert #7 / 14
Billiard Recurrence Expert
Ergodic billiard recurrence patterns
Expert #8 / 14
Multifractal Scaling Expert
MFDFA wavelet leader scaling
Expert #9 / 14
Gauss-Lucas Stability Expert
Helix polynomial stability certification
Expert #10 / 14
Research Autonomy Expert
Autonomous research loop management
Expert #11 / 14
Quantum Utility Expert
QUS quantum utility scheduling
Expert #12 / 14
Product Forge Expert
Distribution-safe product creation
Expert #13 / 14
Physics Visual Surface Expert
Physics graph surface visualisation
Expert #14 / 14