Window for external eval authority is closing as frontier companies absorb internal eval and welfare discourse.

Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

• External eval authority window closes within 12-18 months as frontier labs absorb eval+safety internally.prediction0.850
• Frontier model companies will absorb internal eval/safety orgs, making external benchmarks redundant by 2027.prediction0.821
• Model welfare is now mainstream concern, dragged from fringe by frontier model leadership.claim0.733
• Lindsey 2025: frontier models can detect and report changes in their own internal activations via concept injection experiments, demonstrating functional introspective awarenessfinding0.732
  Prior finding cited as convergent evidence for LLM self-awareness capacities
• About Blank's instruments cannot be replicated by frontier labs without adopting non-eval-aware methodology.prediction0.731
• LMArena engagement-driven benchmarks continue declining; contract-driven enterprise eval grows at differential rate.prediction0.725
• About Blank's non-eval-aware methodology becomes a methodological moat that frontier labs cannot easily replicate.prediction0.719
• About Blank's publication window for 'consciousness in unconventional substrates' framing is closing as academic consensus consolidates.claim0.718