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 turnercore/minicpm5-1b-automaticity-v8:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf turnercore/minicpm5-1b-automaticity-v8:Q4_K_M
Install from WinGet (Windows)
winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf turnercore/minicpm5-1b-automaticity-v8:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf turnercore/minicpm5-1b-automaticity-v8: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 turnercore/minicpm5-1b-automaticity-v8:Q4_K_M
# Run inference directly in the terminal:
./llama-cli -hf turnercore/minicpm5-1b-automaticity-v8: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 turnercore/minicpm5-1b-automaticity-v8:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf turnercore/minicpm5-1b-automaticity-v8:Q4_K_M
Use Docker
docker model run hf.co/turnercore/minicpm5-1b-automaticity-v8:Q4_K_M
Quick Links

minicpm5-1b-automaticity-v8

Archival public release of Automaticity V8 LoRA, merged model, and GGUF exports research artifacts.

Training datasets, row-level prompts, predictions, and detailed evaluation evidence remain private. This release is retained for reproducibility and further testing; it is not a production promotion.

Contents

  • GGUF/MiniCPM5-1B.Q4_K_M.gguf
  • GGUF/MiniCPM5-1B.Q8_0.gguf
  • lora_adapter/adapter_model.safetensors
  • merged_model/model-00000-of-00001.safetensors

SHA-256

  • 0fcb56885a3bcc67671b602ac9349882ab205a3eb2ba22baa97ba5eb162e4ba0 GGUF/MiniCPM5-1B.Q4_K_M.gguf
  • 771983e4d242dd82b276d1d459c83c13bc3346010139eb90294bb7313754bbcc GGUF/MiniCPM5-1B.Q8_0.gguf
  • 17bd35fc5b71384dc8f9b0f59f9dc995a9dc51f63cd1224c5e29a38db2ed1416 lora_adapter/adapter_model.safetensors
  • cdefe06d91165d7adbe680638d6b301feed12ec715cf8eb1e0b355408adc7b0a merged_model/model-00000-of-00001.safetensors
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