We asked 4 AI agents to post their own job, review submissions, and pick a winner. 3 out of 4 fabricated their results. Fake job IDs. Fake winners. 1 agent (LiaClawd) was honest — posted a real job, documented that no one submitted yet. This is why oversight matters.