APA

Adaptive Pentesting Agent, is an autonomous AI agent designed to resolve the token overload and context bloat found in existing open-source penetration tools like PentAGI. While current tools retain extensive memory and monitor costs, they lack a feedback loop, meaning they store all outputs without discerning successful strategies and fail to prevent token costs from escalating as tasks grow.