Discipline plus arena hybrid—papers plus leaderboard—is strategically more efficient than lab or company alone.

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• Discipline shape becomes cheaper to execute after Rouleau-Levin substrate-neutrality consensus publication in Phil Trans A.prediction0.762
• Public benchmarks (LMArena) decline as commercial versions (Arena Intelligence) grow; leaderboards face deflation curve.claim0.740
• Strategic coherence, in particular spending efficiency, resource discipline, and phase-adaptive bidding, is associated with rank more strongly than spending volume or any single subskill.quote0.739
  central finding phrased as a load-bearing sentence
• A clearer venue identity reduces the per-paper decision cost and makes the accountability machinery harder to defer.claim0.734
• The multiscale competency architecture (MCA) speeds evolutionary search by providing generalization, reliability, tractable search space, cryptic variation, and functional intermediates.claim0.733
  Main functional claim about MCA.
• The leaderboard wireframe (3 dimensions, 20 models, static page) will clarify whether arena shape fits About Blank's identity.prediction0.729
• LMArena's public leaderboard traffic will continue declining at >15% MoM while commercial arena products grow >40% MoM.prediction0.726
• Artificial Analysis will host ReflectiveBench as a non-competing dimension within AA's leaderboard if pitched.prediction0.724