N1nEmAn/sapper-v2: Autonomous multi-agent penetration testing harness and Nüwa Foundation

The author presents sapper-v2, an autonomous multi-agent penetration-testing orchestration harness that won the 3rd Tencent Cloud Intelligent Attack-Defense Challenge online qualifier. The system uses a commander-worker swarm architecture built on the Nüwa Foundation, which provides three core capabilities: AI creation, inter-agent language, and a layered fact-intent history graph. By tiering models and automating division of labor, the project completed an 8-hour unattended challenge using significantly fewer tokens than competing teams. Open article →