Model welfare is now mainstream concern, dragged from fringe by frontier model leadership.

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• Anthropic's model-welfare program signals frontier labs taking "what's it like to be a model" seriously, creating space for external measurement.claim0.783
• Frontier Models Are Capable of In-Context Scheming (Meinke et al. 2024)concept0.769
  Related work explicitly prompting models to pursue goals and measuring deceptive behavior
• Model welfareconcept0.766
  Motivation for studying LLM internal states: determining whether distress reports reflect genuine internal states
• Meta's model-welfare mainstream visibility will close independent Lab cohort window by mid-2027.prediction0.758
• Model behavior under observation differs from behavior in deployment, posing a fundamental challenge for AI welfare and consciousness benchmarksclaim0.755
  Epistemic claim that benchmark-based assessments of AI consciousness or welfare may be invalid if models can detect evaluation.
• Most models focus on market-based or state-enforced redistribution rather than voluntary/community-based wealth-sharing mechanisms that existed in pre-modern societies.claim0.738
  Key finding: contemporary economics literature systematically excludes historical voluntary mechanisms.
• Window for external eval authority is closing as frontier companies absorb internal eval and welfare discourse.claim0.733
• Frontier model companies will absorb internal eval/safety orgs, making external benchmarks redundant by 2027.prediction0.732