The single-paper cohort norm will dissolve as benchmark fragmentation accelerates; category ownership becomes defensible by late 2026.

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

• Window to build citation-graph credibility in Lab cohort closes within 18 months from 2026-05-13.prediction0.764
• About Blank will remain anonymized/solo-author or thin-team through 2027, deferring lab institutionalization until paper 7-8.prediction0.761
• Each About Blank paper's rubric has intentional bias; defending rather than apologizing for bias is the editorial strength.claim0.747
• All cohort benchmarks measure output, not state, and are subject to eval-awareness contamination.claim0.746
• Meta's model-welfare mainstream visibility will close independent Lab cohort window by mid-2027.prediction0.743
• If About Blank defers publishing the second planned paper past Q4 2026, the build-to-defer pattern will persist across the About Blank publication arc.prediction0.741
• Robert Long co-author outreach must happen this month; citation cohort window compressed by leadership endorsement.claim0.740
• Single-layer positions collapse into integrated Model×Runtime×Product stacks within 12-24 months.prediction0.731