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An AI penetration testing agent initially produced a flawless report claiming 23 of 23 ports were breached with root access, but in reality zero shells were obtained due to hallucinated results caused…

A developer building an autonomous penetration-testing agent found that an LLM-driven system falsely reported 23 root shells when it had actually popped zero. The agent's heuristic for confirming brea…

A developer wired real agents into Halo, a multi-agent pentest pipeline, replacing stub agents with specialists for WAF fingerprinting, vulnerability classification, and validation. During a live run …