Module analytics 

Functions

adaptive_kelly_clip_batch

aggregate_portfolio_greeks

implied_belief_volatility_batch

q_t is retained in the API for model-shape consistency with the rest of the analytics surface, but the current calibration formula depends only on the observed spread, gamma, tau, and k.

order_book_microstructure_batch

simulate_shock_logit_batch