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Pattern #32.1: Friendly Fire vs Armor Denting - AI vs ML Bot Behavioral Analysis
Executive Summary When analyzing 172 IPs auto-blocked in 33 seconds (The Aristocrats Incident, Nov 2-3, 2025), we discovered a critical distinction: Friendly F
Patrick Duggan
Nov 5, 202511 min read
Pattern #32.1: Friendly Fire vs Armor Denting - AI vs ML Bot Behavioral Analysis
Executive Summary When analyzing 172 IPs auto-blocked in 33 seconds (The Aristocrats Incident, Nov 2-3, 2025), we discovered a critical distinction: Friendly F
Patrick Duggan
Nov 5, 20258 min read
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