> it's ~free (relative to human salaries, even outsourced).

Even ignoring the shift to token based costs, the opportunity costs of throwing everything onto your "competent developers" isn't free. They still need time to review and correct output on top of whatever else they were doing in their day to day. And they probably aren't getting a pay raise either, so how long until they use that bullet point to jump jobs?