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# OpenAI Researcher Says AI Models Are Outpacing Human Evaluation Capacity
- URL: https://adjacent.media/signals/openai-researcher-says-ai-models-are-outpacing-human-evaluation-capacity/
- Published: 2026-09-15T16:10:54.000Z
- Updated: 2026-09-15T16:10:54.000Z
- Description: Daniel Kokotajlo’s warning cuts deeper than typical AI capability talk. He’s identifying a structural problem: the rate of model advancement has begun to exceed humans’ ability to meaningfully audit or understand them, creating an asymmetry that matters for safety and governance.
- Author: Jonathan Greene
- Tags: #signal, theme-ai, model capabilities, ai alignment, situational awareness

Source: [X](https://x.com/dkokotajlo?ref=adjacent.media)

Daniel Kokotajlo's warning cuts deeper than typical AI capability talk. He's identifying a structural problem: the rate of model advancement has begun to exceed humans' ability to meaningfully audit or understand them, creating an asymmetry that matters for safety and governance. The second-order risk he's flagging is feedback-loop dependency. As researchers outsource more analysis to AI systems themselves, institutional knowledge about \*why\* models behave certain ways erodes, leaving fewer experts capable of catching genuine failures before deployment. This is a near-term coordination problem where the people building the most powerful models are admitting they've partially lost visibility into what they've built.