How to use from
Unsloth Studio
Install Unsloth Studio (macOS, Linux, WSL)
curl -fsSL https://unsloth.ai/install.sh | sh
# Run unsloth studio
unsloth studio -H 0.0.0.0 -p 8888
# Then open http://localhost:8888 in your browser
# Search for Snapkitty/snapkitty-harness to start chatting
Install Unsloth Studio (Windows)
irm https://unsloth.ai/install.ps1 | iex
# Run unsloth studio
unsloth studio -H 0.0.0.0 -p 8888
# Then open http://localhost:8888 in your browser
# Search for Snapkitty/snapkitty-harness to start chatting
Using HuggingFace Spaces for Unsloth
# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for Snapkitty/snapkitty-harness to start chatting
Quick Links

snapkitty-harness

SnapKitty 4B harness โ€” adversarial evaluation framework, 353 training pairs, 146 red-team pairs.

Part of the SNAPKITTYWEST Sovereign Compute constellation.

Unified theory: 10.5281/zenodo.21816366

Research Papers โ†’ GitHub โ†’

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GGUF
Model size
4B params
Architecture
nemotron
Hardware compatibility
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4-bit

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