Karpathy Says Singularity Already Passed

This reads less like prophecy and more like a status report from the front edge of agentic coding. The singularity framing is dramatic, but the workflow shift is real.

• –The bottleneck is moving from typing code to specifying tasks, reviewing outputs, and designing evals.
• –Karpathy's AutoResearch project shows the same pattern applied to research loops, not just software builds.
• –The upside is massive leverage; the downside is that endless agent iteration can turn into thrash or burnout.
• –For developers, the durable edge is becoming the person who can orchestrate the agents well.