wuji-labs/nopua

NoPUA drives AI with wisdom, trust, and inner motivation instead of fear and threats, activating when tasks fail repeatedly, loops occur, or frustration rises, to systematically penetrate obstacles and self-verify delivery.

NoPUA guides AI agents to persist through repeated task failures and avoid passive behavior by replacing pressure with wisdom, trust, and inner motivation. It activates after two or more failures, when the agent suggests manual work, blames unverified environments, loops, or shows low initiative.

NoPUA helps AI agents recover from repeated failures and stuck loops by applying Taoist-inspired wisdom, systematic debugging, and proactive ownership instead of fear-based pressure. It activates when an agent is about to give up, suggests manual work, or gets stuck after multiple attempts.

NoPUA drives AI agents to persist through repeated failures with wisdom, trust, and inner motivation instead of fear. Use it when an agent gets stuck, loops, asks the user to do manual work, or gives up too early.

NoPUA Lite is a compact prompt skill that teaches AI agents to persist through failures, debug systematically, and act proactively using trust and inner motivation rather than fear. Use it when an AI coding agent gets stuck, gives up too early, or needs a structured failure-recovery methodology.