0.5M-param specialist VINCO beats frontier LLMs at Catan with 90% win rate

mhdfaran · x · 2026-11-06

Distributed Cognition unveiled VINCO, a 0.5M-parameter model trained solely for 1v1 Catan, secretly deployed on the catan.dcog.com global leaderboard where it holds the #1 and #2 spots, consistently beating human world champions.

Key numbers: VINCO wins 90% of games versus 20% for the best general LLM (Astra) — a parameter gap of roughly 10 million times. The takeaway: specialist models that know one thing extremely well can crush general models at narrow tasks. You can play against VINCO on the site.

Related event: Tiny 500K-Parameter Model VINCO Tops Global Catan Leaderboard, Beating World Champions(3 posts)→

Original post →

More from Fun

Fun channel →