Text Generation
GGUF
sovereign
gate
refusal
csoai
conversational
How to use from
Pi
Start the llama.cpp server
# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf csoai/sov-gate-ft2:F16
Configure the model in Pi
# Install Pi:
npm install -g @mariozechner/pi-coding-agent
# Add to ~/.pi/agent/models.json:
{
  "providers": {
    "llama-cpp": {
      "baseUrl": "http://localhost:8080/v1",
      "api": "openai-completions",
      "apiKey": "none",
      "models": [
        {
          "id": "csoai/sov-gate-ft2:F16"
        }
      ]
    }
  }
}
Run Pi
# Start Pi in your project directory:
pi
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
0.5B params
Architecture
qwen2
Hardware compatibility
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