Marshall Freeman, the chief administrative officer for the APD, violated public employee laws concerning disclosure and use of city property, while appearing to create impropriety.
Engineering teams building high-throughput systems know that scaling infrastructure is never just about speed, it's about resilience. At extreme volumes, even widely adopted tools can become bottlenecks.