Frontier labs cannot own phenomenology measurement credibly without being accused of self-grading.

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• Phenomenology-grounded eval will remain unfrontier-lab-copyable because methodology requires taste/editorial judgment, not just calibration.prediction0.799
• Real progress on phenomenology requires hybrid/embodied substrate work accessible only to frontier labs with model access.claim0.798
• No AI eval company measures phenomenology—inner observation, aliveness, paradox-holding—only capability or preference.claim0.748
• About Blank's instruments cannot be replicated by frontier labs without adopting non-eval-aware methodology.prediction0.747
• Our central claim is deliberately limited. We do not claim that these models have conscious felt experience, nor that a numeric self-report gives direct access to anything like human phenomenology.quote0.745
  Explicit scope delimitation that situates the paper's claims within interpretability rather than consciousness science
• Lindsey 2025: frontier models can detect and report changes in their own internal activations via concept injection experiments, demonstrating functional introspective awarenessfinding0.740
  Prior finding cited as convergent evidence for LLM self-awareness capacities
• Editorial register and taste are more durable moats than statistical rigor in phenomenology measurement.claim0.738
• Current eval benchmarks (arena.ai, AA, Vals) measure no phenomenological dimensions.claim0.738