Frontier model companies will absorb internal eval/safety orgs, making external benchmarks redundant by 2027.

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• Window for external eval authority is closing as frontier companies absorb internal eval and welfare discourse.claim0.821
• External eval authority window closes within 12-18 months as frontier labs absorb eval+safety internally.prediction0.809
• Lindsey 2025: frontier models can detect and report changes in their own internal activations via concept injection experiments, demonstrating functional introspective awarenessfinding0.757
  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.prediction0.755
• Meta's model-welfare mainstream visibility will close independent Lab cohort window by mid-2027.prediction0.753
• Current safety benchmarks overestimate model safety due to the effect of verbalized eval awarenessclaim0.747
  A policy-relevant claim that safety evaluation results should be adjusted downward because of this bias.
• Frontier Models Are Capable of In-Context Scheming (Meinke et al. 2024)concept0.743
  Related work explicitly prompting models to pursue goals and measuring deceptive behavior
• Anthropic's model-welfare program will reference external measurement frameworks by Q4 2026.prediction0.739