ML engineer weighs quitting job to pursue PhD

A machine learning engineer with four years at a startup described work dominated by software development, DevOps and customer support rather than deep modeling, plus fatigue from agentic coding, and is considering leaving to pursue a PhD. He worries academia has worsened due to saturation and AI-generated slop, and has not decided.