Autocorrelation Penalty Module

This module provides a production-ready implementation of an autocorrelation penalty for portfolio updates. The method detects serial correlation in a signal using a Ljung-Box test and applies a shrinkage penalty to reduce exposure when strong autocorrelation is present.