How Deep Research Tools Actually Work and When to Treat Them Like a Team Member

As a Principal Systems Engineer, the goal here is to deconstruct why "search plus a model" rarely equals true research, and to expose the systems-level trade-offs that decide whether an AI becomes a quick fact-finder or a dependable research teammate...