Module aiqi 

AIQI (Universal AI with Q-Induction) implementation.

This module implements a model-free universal agent that predicts discretized H-step returns directly from augmented interaction history. The implementation follows the paper’s phase-indexed periodic augmentation: for return horizon H and period N >= H, each phase model only inserts returns at indices i % N == phase.

Structs

AiqiAgent

AIQI agent with phase-indexed augmented return predictors.

AiqiConfig

Configuration parameters for an AIQI agent.