kooz-bot nets

Trained nets for kooz-bot, a bot for Estimation (the 4-player trick-taking card game) entered in estimation-arena.

final.pt is an estimation-engine checkpoint (PyTorch, weights only) holding three nets: BiddingNet (bids, With, estimates, Dash Calls), CardPlayNet (card play) and GuessNet (who holds each unseen card). Trained from scratch, no human games: 1,000 recorded PIMC games for a card-play warm start, then 3,000 loops of self-play against itself, past versions, a rule-based bot and a light PIMC (encoder v3), about 10.6 hours on one laptop.

kooz-bot plays these nets through estimation-engine's Hybrid search: 64 imagined deals per card, placed by GuessNet and kept by the bidding, every legal card searched, and a Dash Call only when BiddingNet values it at +10 points or more.

sha256 of final.pt: d4e104148a0a8fe74e56e6c82670fbee8aade0e9163b122316dc4aeab808fda0