Different Problems. The Same Operating Model.

These studies are not a complete chronology or a progression from one specialty to another. They are selected examples, more than fifteen years apart, of the same way Vlad Erofeev has operated throughout his career: take ownership of difficult problems, work across technical and organizational boundaries, build or coordinate what is missing, and remain accountable for the result.

Both studies come from public-safety environments, but the operating range applies across commercial, enterprise, utility, security, construction, software, and infrastructure work. Over time, additional engineering, field, delivery, presales, contracting, operational and leadership experience expanded the range of problems he could control. AI now augments that accumulated judgment; it did not create it.