# Spot Snake decision fine-tunes by Lucasgitguy-co > Spot Snake decision fine-tunes rank safe game moves with d1 or MiniMind-JEV. Read their licences, teacher-agreement tests and calibration limits. Updated 2026-11-07 (Australia/Adelaide) ## Quick answers ### What is Spot Snake decision fine-tunes by Lucasgitguy-co? [Spot Snake decision fine-tunes](): Four local move-ranking fine-tunes for Spot’s Biscuit Snake: d1-2B, d1-3B, MiniMind-JEV and [Laya]() Multilingual. [Spot Snake decision fine-tunes facts]() [Source]() ### Who makes Spot Snake decision fine-tunes? [Spot Snake decision fine-tunes](): Lucasgitguy-co [Spot Snake decision fine-tunes facts]() [Source]() By Lucasgitguy-co · d1/MiniMind-JEV licence clarification; Laya weights uploaded 6 Nov: 2026-11-05 · MIXED LICENCES Four local move-ranking fine-tunes for Spot’s Biscuit Snake: d1-2B, d1-3B, MiniMind-JEV and [Laya]() Multilingual. The game supplies safe moves; the model ranks them to imitate a heuristic teacher that leaves the most open room. Keep the game’s collision checks. The d1-2B, d1-3B and MiniMind-JEV weights were uploaded on 5 November; the [Laya]() Multilingual weights were uploaded on 6 November. ## Facts - Variants: d1-2B and d1-3B merged weights with GGUF formats; MiniMind-JEV ranking head and BGE encoder; [Laya]() Multilingual fine-tune - Inputs: Game state and candidate safe moves - Licence: [d1]() variants: LFM Open License v1.0 plus Apache-2.0 contributions (LvW-license-Snake-1.0); MiniMind-JEV: MIT; [Laya]() Multilingual: Apache-2.0 - Calibration: [Laya]() Multilingual: temperature fitted on 400 reserved training-split rows, returning approximately 1.0. d1-2B, d1-3B and MiniMind-JEV: confidence was not recalibrated after training - Multilingual release: [Laya]() Multilingual fine-tune; English and Dutch; [laya]() 0.4.26 ## Claims and sources - **VENDOR-REPORTED**: On 1,708 held-out moves, the maker reports 99.82% teacher agreement for d1-3B and 55.80% for MiniMind-JEV. Saved-file reload checks cover 32 rows. Teacher agreement measures imitation of the heuristic; game scores, win rates and speed were not measured. [source]() - **VENDOR-REPORTED**: The multilingual card reports 99.94% teacher agreement on 1,600 challenge cases, with English and Dutch using the same boards. It reports ten-bin ECE 0.0483. These are teacher-label checks; game score and win rate need separate rollouts. [source]() ## Links - [Source: Model card and files]() - [Source: d1-2B card and weights]() - [Source: MiniMind-JEV card and weights]() - [Source: Multilingual card and weights]() ## Related projects No related projects are listed in the registry.