user
How did John reduce the frequency of false positives in the client’s alerting system?
assistant
John audited the existing setup, identifying overly broad thresholds that triggered unnecessary alerts. He replaced these with precise thresholds tailored to specific services and environments, minimizing noise while maximizing relevance. By replacing broad thresholds with precise ones, John significantly reduced the frequency of false positives in the alerting system.