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
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 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
Commit History
4 days ago
-
Explainer card with a five-subject battery and transcripts
Verified signature37f9a8c -
Card: independent description, short battery results, family index
Verified signature3e09e4e -
Card rewrite: uniform structure, renamed files, sidecar cleanup
Verified signature260b3b4
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Reorder profile listing (recency bump; no visible card change)
Verified signature4708517
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Standardize family table repo links, update timestamp
Verified signature042e3ae
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Add BF16 stress test results — 39/39 sweep across all categories
Verified signaturefe87012
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Reorder push — 2026-03-11 11:19:38
d5ae2e2 -
Uniform Candid definition across all model cards
9abbfb8 -
Reorder push — 2026-03-11 11:05:03
057a1c2 -
Tighten oracle definition to match Candid family format
6b8a62e -
Match Candid family pattern: dictionary-style oracle definition at top
6c896ff -
Add oracle definition — explain the naming and oracle-soul architecture philosophy
62be1dc -
Reorder push — 2026-03-11 10:11:58
2720c56 -
Reorder push — 2026-03-11 10:10:02
d6b2c8c -
Reorder push — 2026-03-11 10:02:35
45e1d66 -
Reorder push — 2026-03-10 19:09:15
Verdugie6f0acb5 -
Add architecture spec paper link in Dataset section
Verdugie9a82763 -
Reorder family table by base model, strip identity references
Verified signature4b89c98 -
Add stress test results across all quants with selected transcripts
Verified signature03f7180 -
Fix quant table: all three quants available (Q4_K_M, Q6_K, Q8_0)
Verified signatureb546c20 -
Family table sync: STEM-Oracle-27B active, consistent naming
Verified signaturee87a28e -
Initial model card — stress testing in progress
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