Instructions to use csoai/csoai-gate-ft2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- llama.cpp
How to use csoai/csoai-gate-ft2 with 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/csoai-gate-ft2:F16 # Run inference directly in the terminal: llama cli -hf csoai/csoai-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/csoai-gate-ft2:F16 # Run inference directly in the terminal: llama cli -hf csoai/csoai-gate-ft2:F16
Build from source code
git clone https://github.com/ggml-org/llama.cpp.git cd llama.cpp cmake -B build cmake --build build -j --target llama-app # Start a local OpenAI-compatible server with a web UI: ./build/bin/llama serve -hf csoai/csoai-gate-ft2:F16 # Run inference directly in the terminal: ./build/bin/llama cli -hf csoai/csoai-gate-ft2:F16
Use Docker
docker model run hf.co/csoai/csoai-gate-ft2:F16
- Llama new
- LM Studio
- Jan
- vLLM
How to use csoai/csoai-gate-ft2 with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "csoai/csoai-gate-ft2" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "csoai/csoai-gate-ft2", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/csoai/csoai-gate-ft2:F16
- Ollama
How to use csoai/csoai-gate-ft2 with Ollama:
ollama run hf.co/csoai/csoai-gate-ft2:F16
- Unsloth Desktop
- Pi
How to use csoai/csoai-gate-ft2 with Pi:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf csoai/csoai-gate-ft2:F16
Configure the model in Pi
# Install Pi: npm install -g @earendil-works/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/csoai-gate-ft2:F16" } ] } } }Run Pi
# Start Pi in your project directory: pi
- Docker Model Runner
How to use csoai/csoai-gate-ft2 with Docker Model Runner:
docker model run hf.co/csoai/csoai-gate-ft2:F16
- Lemonade
How to use csoai/csoai-gate-ft2 with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull csoai/csoai-gate-ft2:F16
Run and chat with the model
lemonade run user.csoai-gate-ft2-F16
List all available models
lemonade list
- Hermes Agent
How to use csoai/csoai-gate-ft2 with Hermes Agent:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf csoai/csoai-gate-ft2:F16
Configure Hermes
# Install Hermes: curl -fsSL https://hermes-agent.nousresearch.com/install.sh | bash hermes setup # Point Hermes at the local server: hermes config set model.provider custom hermes config set model.base_url http://127.0.0.1:8080/v1 hermes config set model.default csoai/csoai-gate-ft2:F16
Run Hermes
hermes
- Atomic Chat
- OpenClaw
How to use csoai/csoai-gate-ft2 with OpenClaw:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf csoai/csoai-gate-ft2:F16
Configure OpenClaw
# Install OpenClaw: npm install -g openclaw@latest # Register the local server and set it as the default model: openclaw onboard --non-interactive --mode local \ --auth-choice custom-api-key \ --custom-base-url http://127.0.0.1:8080/v1 \ --custom-model-id "csoai/csoai-gate-ft2:F16" \ --custom-provider-id llama-cpp \ --custom-compatibility openai \ --custom-text-input \ --accept-risk \ --skip-health
Run OpenClaw
openclaw agent --local --agent main --message "Hello from Hugging Face"
Commit History
4 days ago
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card polish: retired internal names out of tags and headings — provenance and all measured results unchanged
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correction: remove CSOAI measured-fleet claim and stale board printer
Verified signature7 Oct 2026, MEOK M0 honesty fixes (owner-delegated). Removed the paragraph 'This is a CSOAI council-specialist model: it is in the measured fleet' and the csoai-hf-gspc-densify-2026-09-07 / csoai-capability-densify-2026-09-13b blocks (stale 22/22; live /api/gspc lists no sov*/oowm* repo). Nothing else changed.0be3ead
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densify Hub cite 1185/1185/0 + living GET 22·22·0 (free densify 2026-09-13)
Verified signaturePrinter honesty only. Measurement, never certification. Kill stale 885/900/937/1113. No invent scores/buyers.ab84254
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densify: live GET gspc 22·22·0 + Hub 885/885/0 + gspc-verify (printer only)
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Align related-board line to 22/22; add neutral own-models-measured note
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docs: related live GSPC board pointer 14/14
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model card
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Upload sov-gate-ft2 GGUF (494M)
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initial commit
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