Hundreds of rogue officers faced discipline after Scotland Yard deployed a secret AI tool to scan internal systems for misconduct. The software flagged behavioral patterns that human auditors missed. This deployment marks a shift toward automated internal policing. Practitioners should monitor how these algorithmic audits impact labor laws and officer privacy rights.