LMArena's public leaderboard traffic will continue declining at >15% MoM while commercial arena products grow >40% MoM.

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

• Public benchmarks (LMArena) decline as commercial versions (Arena Intelligence) grow; leaderboards face deflation curve.claim0.842
• LMArena engagement-driven benchmarks continue declining; contract-driven enterprise eval grows at differential rate.prediction0.761
• Discipline plus arena hybrid—papers plus leaderboard—is strategically more efficient than lab or company alone.claim0.726
• The leaderboard wireframe (3 dimensions, 20 models, static page) will clarify whether arena shape fits About Blank's identity.prediction0.685
• Gemini 2.5 Flash Lite bid aggressiveness stays flat (~2.07 early, 2.08 late)finding0.683
  G2.5-FL shows no phase adaptation in bidding intensity.
• Signage (leaderboard + outreach) works only after False Floor ships—two instruments confirm the convention wasn't one-off.claim0.678
• Euryale 70B (roleplay LoRA on Llama 3.3 70B) scores 1.81, below its base model Llama 3.3 70B at 1.91finding0.676
  Demonstrates roleplay fine-tuning actively suppresses self-observation, not merely having no effect
• The outreach bottleneck (16 of 626 candidates sent) will not clear unless Illia K. personally vouches for About Blank publications in outreach.prediction0.675