bongard-mini is an open-weight model from AgentBull, released under Gemma Terms of Use. Its published files total 15.1 GB.
Machine intuition. These selected gameplay recordings show Bongard-mini choosing actions from candidate lists. For board games, the engine supplies legal moves and their computed features; 2048 and Tetris also include engine ratings of moves.
Model Card
Machine intuition. These selected gameplay recordings show Bongard-mini choosing actions from candidate lists. For board games, the engine supplies legal moves and their computed features; 2048 and Tetris also include engine ratings of moves. A short instruction states the strategy, and the model selects each action. The scores describe these selected recordings with the supplied engine features. Doom — Defend the Center The model receives a text description of the scene every 0.2 seconds and chooses turnleft, turnright or fire. Across 32 episodes capped at 30 seconds, it averaged 10.25 kills, with a best of 20. The GIF shows an excerpt, with probabilities beside the action. Bongard-mini is…
Excerpt from the card by AgentBull, licensed gemma.
Identity and Version
- Repository
- AgentBull/bongard-mini
- Publisher
- AgentBull
- Task
- Not stated by the source
- Modality
- Other
- Library
- Not stated by the source
- Parameters
- Not stated by the source
- Languages
- Not stated by the source
- Revision
- 378f16031369e364ba2515a783386f1b9173eb6b
- First published
- 2026-09-27
- Last updated
- 2026-09-30
Files and Weights
16 files, 15.1 GB in total. The weights are 2 files totalling 15.0 GB in safetensors.
Every file
| File | Type | Size | SHA-256 |
|---|---|---|---|
| backbone/model.safetensors | Weights | 15.0 GB | 4fe33495580e |
| head.safetensors | Weights | 2.6 MB | d21020f95215 |
| backbone/config.json | Configuration | 7.1 KB | — |
| bundle.json | Configuration | 1.6 KB | — |
| temperatures.json | Configuration | 103 B | — |
| NOTICE | Documentation | 526 B | — |
| README.md | Documentation | 16.1 KB | — |
| assets/2048_to_4096.gif | Other | 2.0 MB | e03a5730c6ab |
| assets/decisionbench.png | Other | 152.0 KB | 970194bba137 |
| assets/doom.gif | Other | 8.2 MB | 093414a166ce |
| assets/othello_wipeout.gif | Other | 103.7 KB | 39c6a6815935 |
| assets/snake.gif | Other | 415.5 KB | ea32b406dffb |
| assets/tetris.gif | Other | 717.9 KB | 85daa9245c23 |
| .gitattributes | Repository | 1.9 KB | — |
| tokenizer/tokenizer.json | Tokenizer | 33.4 MB | f5b325224482 |
| tokenizer/tokenizer_config.json | Tokenizer | 800 B | — |
License and Download
- License
- gemma
- Access
- Open weights, no gate
- Download size
- 15.0 GB
Released by AgentBull through its official repository on Hugging Face.
Built From
- Derived from google/t5gemma-2-4b-4b
Memory Requirements
| Precision | Weights in memory |
|---|---|
| As published | 15.0 GB |
Weights only, from the published parameter count; the key-value cache and runtime add to this.
Questions About bongard-mini
Can I use bongard-mini commercially?
Yes, with conditions. bongard-mini is released under Gemma Terms of Use. Gemma models are released under Google's Gemma Terms of Use, which permit commercial use and redistribution subject to the Gemma Prohibited Use Policy, whose restrictions must be passed on to anyone the model is distributed to.