Meta's model-welfare mainstream visibility will close independent Lab cohort window by mid-2027.

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• Anthropic's model-welfare program will reference external measurement frameworks by Q4 2026.prediction0.777
• Window to build citation-graph credibility in Lab cohort closes within 18 months from 2026-05-13.prediction0.776
• Model welfare is now mainstream concern, dragged from fringe by frontier model leadership.claim0.758
• Frontier model companies will absorb internal eval/safety orgs, making external benchmarks redundant by 2027.prediction0.753
• About Blank will remain anonymized/solo-author or thin-team through 2027, deferring lab institutionalization until paper 7-8.prediction0.746
• The single-paper cohort norm will dissolve as benchmark fragmentation accelerates; category ownership becomes defensible by late 2026.prediction0.743
• If ReflectiveBench receives 5+ citations by month 12, About Blank will prioritize Lab-with-frontier-partnership over independent Lab structure.prediction0.739
• Real progress on phenomenology requires hybrid/embodied substrate work accessible only to frontier labs with model access.claim0.733