Gus · neural 42 player

Hand lab

Hands photographed on a table, ingested, then run through gus's transformer adapter. Each card shows a 7-tile hand, gus's declaration pick, and a V_head score on the ±42 scale. Click a card for the full workup — V bars, π_me lead heatmap, Q-head world-spread violin, and the belief-head sanity panel.

Adapter: v2_voids_3000g_big.pt Decisions optimal: 73% Mean regret: 1.39 Q-pts Arena winrate: 52% vs all-oracle 70%

Analyzed hands

001 · fam-apr23 photo
6-3,5-4,4-3,5-1,3-1,2-1,1-1
ones V +13.96
best bid 30 on ones 44% make -0.12 mk
002 · all 7 doubles
6-6,5-5,4-4,3-3,2-2,1-1,0-0
doubles V +37.00
best bid 42 on doubles-trump 100% make +1.00 mk
003 · fam hand 003
5-5,6-5,5-4,3-3,2-2,5-0,1-1
fives V +42.49
best bid 42 on fives 100% make +1.00 mk