Major AI labs are pivoting their public stance on employment from total automation to productivity gains. This shift masks a subtle trend: the degradation of remaining roles. Bloomberg warns that job quality will erode even if headcount stays steady. Practitioners should expect more fragmented tasks and diminished professional autonomy as LLMs integrate into workflows.