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 Auroraventures/cipher-sft25-merged-Q4_K_M-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf Auroraventures/cipher-sft25-merged-Q4_K_M-GGUF:Q4_K_M
Install from WinGet (Windows)
winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf Auroraventures/cipher-sft25-merged-Q4_K_M-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf Auroraventures/cipher-sft25-merged-Q4_K_M-GGUF:Q4_K_M
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 Auroraventures/cipher-sft25-merged-Q4_K_M-GGUF:Q4_K_M
# Run inference directly in the terminal:
./llama-cli -hf Auroraventures/cipher-sft25-merged-Q4_K_M-GGUF:Q4_K_M
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 Auroraventures/cipher-sft25-merged-Q4_K_M-GGUF:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf Auroraventures/cipher-sft25-merged-Q4_K_M-GGUF:Q4_K_M
Use Docker
docker model run hf.co/Auroraventures/cipher-sft25-merged-Q4_K_M-GGUF:Q4_K_M
Quick Links

Cipher SFT 2.5 (Synthetic, retired) — Q4_K_M GGUF 🦑⚠️

4-bit GGUF of Auroraventures/cipher-sft25-merged. Retired due to template collapse on synthetic data.

🔄 Use cipher-sft25-real-merged-Q4_K_M-GGUF when published. It's trained on real scraped Awwwards-grade source code and recovers the long-tail diversity synthetic SFT lost.

License

CC-BY-NC-4.0. Gemma-4 base terms apply.


Built with 🦑 by Aurora Ventures.

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Model size
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Architecture
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