Instructions to use apodex/Apodex-1.1-mini with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use apodex/Apodex-1.1-mini with Transformers:

# Use a pipeline as a high-level helper
from transformers import pipeline

pipe = pipeline("text-generation", model="apodex/Apodex-1.1-mini")
messages = [
    {
        "role": "user",
        "content": [
            {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"},
            {"type": "text", "text": "What animal is on the candy?"}
        ]
    },
]
pipe(text=messages)

# pip install -U transformers accelerate
# Load model directly
from transformers import AutoProcessor, AutoModelForMultimodalLM

processor = AutoProcessor.from_pretrained("apodex/Apodex-1.1-mini")
model = AutoModelForMultimodalLM.from_pretrained("apodex/Apodex-1.1-mini", device_map="auto")
messages = [
    {
        "role": "user",
        "content": [
            {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"},
            {"type": "text", "text": "What animal is on the candy?"}
        ]
    },
]
inputs = processor.apply_chat_template(
	messages,
	add_generation_prompt=True,
	tokenize=True,
	return_dict=True,
	return_tensors="pt",
).to(model.device)

outputs = model.generate(**inputs, max_new_tokens=256)
print(processor.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use apodex/Apodex-1.1-mini with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "apodex/Apodex-1.1-mini"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "apodex/Apodex-1.1-mini",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/apodex/Apodex-1.1-mini

SGLang

How to use apodex/Apodex-1.1-mini with SGLang:

Install from pip and serve model

# Install SGLang from pip:
pip install sglang
# Start the SGLang server:
python3 -m sglang.launch_server \
    --model-path "apodex/Apodex-1.1-mini" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "apodex/Apodex-1.1-mini",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker images

docker run --gpus all \
    --shm-size 32g \
    -p 30000:30000 \
    -v ~/.cache/huggingface:/root/.cache/huggingface \
    --env "HF_TOKEN=<secret>" \
    --ipc=host \
    lmsysorg/sglang:latest \
    python3 -m sglang.launch_server \
        --model-path "apodex/Apodex-1.1-mini" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "apodex/Apodex-1.1-mini",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use apodex/Apodex-1.1-mini with Docker Model Runner:
```
docker model run hf.co/apodex/Apodex-1.1-mini
```

Great model! I hope it picks up

by Basher17 - opened Sep 7

Discussion

Basher17

Sep 7

Amazing model for long-horizon agentic tasks and deep research, it's one of the few qwen finetunes that doesn't butcher it's tool calling capabilities at 6-bit (oQ6e) precision. Purely anecdotal, but it seems to perform much better than Agents-A1, given the two models' similar scope. Great work!

Selene999

Sep 8

Hi @Basher17 ,

Thanks for the praise :) ❤️

We’d really love to have you in the Apodex community and stay in touch about future models and releases. You’re warmly invited to join our Discord: https://discord.gg/TDJA59TCng

Selene
--- Apodex team

azurepy

20 days ago

Amazing model for long-horizon agentic tasks and deep research, it's one of the few qwen finetunes that doesn't butcher it's tool calling capabilities at 6-bit (oQ6e) precision. Purely anecdotal, but it seems to perform much better than Agents-A1, given the two models' similar scope. Great work!

Just a heads up, its currently running for :free: on OpenRouter via API on provider 'NovitaAI'. Until October 15.

Apodex: Apodex 1.1 Mini (free)
124B tokens
Apodex 1.1 Mini is a reasoning-first model from Apodex, built for complex, long-horizon research and forecasting tasks. It works directly with files, data, code, and tools to produce verifiable results, and is designed for agentic research workflows where answers need to be grounded in evidence.
by apodex Oct 1, 2026 262K context$0/M input tokens$0/M output tokens

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