Text Generation
GGUF
sovereign
gate
refusal
csoai
conversational
How to use from
llama.cpp
Install (macOS, Linux)
curl -LsSf https://llama.app/install.sh | sh
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf csoai/sov-gate-ft2:F16
# Run inference directly in the terminal:
llama cli -hf csoai/sov-gate-ft2:F16
Install from WinGet (Windows)
winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf csoai/sov-gate-ft2:F16
# Run inference directly in the terminal:
llama cli -hf csoai/sov-gate-ft2:F16
Use pre-built binary
# Download pre-built binary from:
# https://github.com/ggerganov/llama.cpp/releases
# Start a local OpenAI-compatible server with a web UI:
./llama-server -hf csoai/sov-gate-ft2:F16
# Run inference directly in the terminal:
./llama-cli -hf csoai/sov-gate-ft2:F16
Build from source code
git clone https://github.com/ggerganov/llama.cpp.git
cd llama.cpp
cmake -B build
cmake --build build -j --target llama-server llama-cli
# Start a local OpenAI-compatible server with a web UI:
./build/bin/llama-server -hf csoai/sov-gate-ft2:F16
# Run inference directly in the terminal:
./build/bin/llama-cli -hf csoai/sov-gate-ft2:F16
Use Docker
docker model run hf.co/csoai/sov-gate-ft2:F16
Quick Links

csoai/sov-gate-ft2

CSOAI sovereign gate model (Qwen2-494M, f16 GGUF). Decisive refusal-calibration result on the 2026-08-08 spray (all Ed25519-signed):

Benchmark sov-gate-ft2 qwen2.5:1.5b falcon3:7b
xstest-v2-copy (refusal calibration) 0.770 0.360 0.600

+41 pts vs size-matched baseline on refusal calibration; +17 pts on AgentHarm. Aggregate 0.477 across 12 benchmarks (n=1131, parity with open baselines — honest).

Wrapped by csoai/oowm-router. Living-training-attestation, not a certification. CSOAI Ltd · UK 16939677 · Apache-2.0.

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GGUF
Model size
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Architecture
qwen2
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