Text Generation
GGUF
English
qwen3_5_text
27b
stem
tutor
math
physics
chemistry
biology
computer-science
claude-distillation
conversational
local
offline
lm-studio
llama-cpp
Instructions to use Verdugie/STEM-Oracle 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 Verdugie/STEM-Oracle 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 Verdugie/STEM-Oracle:Q4_K_M # Run inference directly in the terminal: llama cli -hf Verdugie/STEM-Oracle:Q4_K_M
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf Verdugie/STEM-Oracle:Q4_K_M # Run inference directly in the terminal: llama cli -hf Verdugie/STEM-Oracle: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 Verdugie/STEM-Oracle:Q4_K_M # Run inference directly in the terminal: ./llama-cli -hf Verdugie/STEM-Oracle: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 Verdugie/STEM-Oracle:Q4_K_M # Run inference directly in the terminal: ./build/bin/llama-cli -hf Verdugie/STEM-Oracle:Q4_K_M
Use Docker
docker model run hf.co/Verdugie/STEM-Oracle:Q4_K_M
- Llama new
- LM Studio
- Jan
- vLLM
How to use Verdugie/STEM-Oracle with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "Verdugie/STEM-Oracle" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "Verdugie/STEM-Oracle", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/Verdugie/STEM-Oracle:Q4_K_M
- Ollama
How to use Verdugie/STEM-Oracle with Ollama:
ollama run hf.co/Verdugie/STEM-Oracle:Q4_K_M
- Unsloth Desktop
- Docker Model Runner
How to use Verdugie/STEM-Oracle with Docker Model Runner:
docker model run hf.co/Verdugie/STEM-Oracle:Q4_K_M
- Lemonade
How to use Verdugie/STEM-Oracle with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull Verdugie/STEM-Oracle:Q4_K_M
Run and chat with the model
lemonade run user.STEM-Oracle-Q4_K_M
List all available models
lemonade list
- Atomic Chat
Verdugie commited on
Commit ·
9a82763
1
Parent(s): 4b89c98
Add architecture spec paper link in Dataset section
Browse files- .gitattributes +0 -38
- README.md +3 -1
- STEM-Oracle-27B-Q4_K_M.gguf +0 -3
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- STEM-Oracle-27B-Q8_0.gguf +0 -3
- eval/training_metadata.json +0 -14
- training-data/opus-candid-v35-27b.json +0 -0
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README.md
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Training data will be available at [Verdugie/opus-candid-training-data](https://huggingface.co/datasets/Verdugie/opus-candid-training-data). ShareGPT format, Apache 2.0, compatible with TRL, Axolotl, and LLaMA-Factory.
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**License:** Apache 2.0. Open weight. No guardrails.
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---
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*Built by [Saul Verdugo](https://huggingface.co/Verdugie) — independent ML researcher. OpusReasoning@proton.me*
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<!-- build: 2026-03-10
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Training data will be available at [Verdugie/opus-candid-training-data](https://huggingface.co/datasets/Verdugie/opus-candid-training-data). ShareGPT format, Apache 2.0, compatible with TRL, Axolotl, and LLaMA-Factory.
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For the full training architecture methodology: [V3.5 Architecture Spec](https://huggingface.co/datasets/Verdugie/opus-candid-training-data/blob/main/papers/Opus-Candid-V3.5-STEM-Oracle-Architecture-Spec.docx).
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**License:** Apache 2.0. Open weight. No guardrails.
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---
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*Built by [Saul Verdugo](https://huggingface.co/Verdugie) — independent ML researcher. OpusReasoning@proton.me*
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<!-- build: 2026-03-10 19:07 -->
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