An autonomous AI code review agent that uses cascadeflow to route PR diff chunks by risk (saving LLM costs) and Hindsight to remember architectural lessons across sessions. It extracts, retains, and recalls feedback from past reviews, ensuring consistent and adaptive code reviews without breaking the LLM budget.