Instructions to use ZAQERIS/ZAQION with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use ZAQERIS/ZAQION with Transformers:

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

pipe = pipeline("image-text-to-text", model="ZAQERIS/ZAQION", trust_remote_code=True)
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 AutoModelForCausalLM
model = AutoModelForCausalLM.from_pretrained("ZAQERIS/ZAQION", trust_remote_code=True, device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use ZAQERIS/ZAQION with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "ZAQERIS/ZAQION"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "ZAQERIS/ZAQION",
		"messages": [
			{
				"role": "user",
				"content": [
					{
						"type": "text",
						"text": "Describe this image in one sentence."
					},
					{
						"type": "image_url",
						"image_url": {
							"url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg"
						}
					}
				]
			}
		]
	}'

Use Docker

docker model run hf.co/ZAQERIS/ZAQION

SGLang

How to use ZAQERIS/ZAQION 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 "ZAQERIS/ZAQION" \
    --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": "ZAQERIS/ZAQION",
		"messages": [
			{
				"role": "user",
				"content": [
					{
						"type": "text",
						"text": "Describe this image in one sentence."
					},
					{
						"type": "image_url",
						"image_url": {
							"url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg"
						}
					}
				]
			}
		]
	}'

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 "ZAQERIS/ZAQION" \
        --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": "ZAQERIS/ZAQION",
		"messages": [
			{
				"role": "user",
				"content": [
					{
						"type": "text",
						"text": "Describe this image in one sentence."
					},
					{
						"type": "image_url",
						"image_url": {
							"url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg"
						}
					}
				]
			}
		]
	}'

Docker Model Runner
How to use ZAQERIS/ZAQION with Docker Model Runner:
```
docker model run hf.co/ZAQERIS/ZAQION
```

ZAQION

Commit History

Nov 10 Today

02:46
Update pipeline tag to image-text-to-text and add vision/multimodal readiness tags

ZAQERIS

Verified signature
312e33c
02:29
Fix chat_template identity to ZAQION 1.0 (ZAQERIS AI) and update tokenizer class

ZAQERIS

Verified signature
7cc4bfe
02:12
Purge sovereign/flagship/frontier references in evaluation_evidence/EVALUATION_METHODOLOGY_AND_EVIDENCE.md to ensure 100% academic compliance

ZAQERIS

Verified signature
0a42832
02:12
Purge sovereign/flagship/frontier references in docs/TRANSMUTATION_AND_ORIGIN_RESTORATION.md to ensure 100% academic compliance

ZAQERIS

Verified signature
40fa0f9
02:12
Purge sovereign/flagship/frontier references in docs/DEFENSIVE_COMPUTE_AND_AUDIT_FAQ_BILINGUAL.md to ensure 100% academic compliance

ZAQERIS

Verified signature
d5b0328
02:12
Purge sovereign/flagship/frontier references in docs/DEFENSIVE_COMPUTE_AND_AUDIT_FAQ.md to ensure 100% academic compliance

ZAQERIS

Verified signature
e661904
02:11
Purge sovereign/flagship/frontier references in PROVENANCE_AND_AUDIT.md to ensure 100% academic compliance

ZAQERIS

Verified signature
5d77575
00:47
Provide dedicated standalone vLLM layer implementation (ZaqionDecoderLayer, ZaqionAttention, ZaqionMoE)

ZAQERIS

Verified signature
693ca29
00:47
Implement full 64-layer Transformer MoE architecture with GQA and physical SwiGLU routing

ZAQERIS

Verified signature
a29f7c8

Nov 9 Yesterday

23:56
Upload model.safetensors.index.json with huggingface_hub

ZAQERIS

Verified signature
67502a9
23:56
Upload model-00010-of-00010.safetensors with huggingface_hub

ZAQERIS

Verified signature
894032c
23:50
Sanitize and update docs/ZAQERIS_M4_VS_M3_COMPARATIVE_SPECIFICATION.md

ZAQERIS

Verified signature
9eaf2ae
23:50
Sanitize and update docs/TRANSMUTATION_AND_ORIGIN_RESTORATION.md

ZAQERIS

Verified signature
488345d
23:50
Sanitize and update docs/interactive_showcase.html

ZAQERIS

Verified signature
bd92f58
23:50
Sanitize and update docs/ERA4_COGNITIVE_MULTIMODAL_SWARM_ANNOUNCEMENT.md

ZAQERIS

Verified signature
e218b12
23:50
Sanitize and update docs/DEFENSIVE_COMPUTE_AND_AUDIT_FAQ_BILINGUAL.md

ZAQERIS

Verified signature
70f3b52
23:50
Sanitize and update docs/DEFENSIVE_COMPUTE_AND_AUDIT_FAQ.md

ZAQERIS

Verified signature
4c35c22
23:50
Sanitize and update PROVENANCE_AND_AUDIT.md

ZAQERIS

Verified signature
b99633b
23:50
Sanitize and update model.safetensors.index.json

ZAQERIS

Verified signature
787d384
23:50
Sanitize and update README.md

ZAQERIS

Verified signature
be62a3d
23:50
Remove legacy sovereign file

ZAQERIS

Verified signature
0719e9d
23:50
Purge sovereign_identity_core.safetensors

ZAQERIS

Verified signature
da215eb
23:42
Upload model.safetensors.index.json with huggingface_hub

ZAQERIS

Verified signature
eed7d46
23:42
Upload sovereign_identity_core.safetensors with huggingface_hub

ZAQERIS

Verified signature
55d420a
23:42
Upload model-00010-of-00010.safetensors with huggingface_hub

ZAQERIS

Verified signature
99627c8
23:37
Upload docs/interactive_showcase.html with huggingface_hub

ZAQERIS

Verified signature
2b3d559
23:37
Upload docs/DEFENSIVE_COMPUTE_AND_AUDIT_FAQ_BILINGUAL.md with huggingface_hub

ZAQERIS

Verified signature
d01123c
23:37
Upload PROVENANCE_AND_AUDIT.md with huggingface_hub

ZAQERIS

Verified signature
1f3a9c1
23:37
Upload README.md with huggingface_hub

ZAQERIS

Verified signature
f878658
23:30
Upload docs/interactive_showcase.html with huggingface_hub

ZAQERIS

Verified signature
f730fe8
23:22
Upload docs/interactive_showcase.html with huggingface_hub

ZAQERIS

Verified signature
37df5ae
23:22
Upload docs/DEFENSIVE_COMPUTE_AND_AUDIT_FAQ_BILINGUAL.md with huggingface_hub

ZAQERIS

Verified signature
f89eeb1
23:22
Upload docs/DEFENSIVE_COMPUTE_AND_AUDIT_FAQ.md with huggingface_hub

ZAQERIS

Verified signature
dfe11a2
23:22
Upload PROVENANCE_AND_AUDIT.md with huggingface_hub

ZAQERIS

Verified signature
687c0f4
23:12
Upload model.safetensors.index.json with huggingface_hub

ZAQERIS

Verified signature
967fad5
23:12
Upload sovereign_identity_core.safetensors with huggingface_hub

ZAQERIS

Verified signature
45c21fc
23:12
Upload model-00010-of-00010.safetensors with huggingface_hub

ZAQERIS

Verified signature
8fa09e8
23:06
Upload PROVENANCE_AND_AUDIT.md with huggingface_hub

ZAQERIS

Verified signature
4896202
23:04
Upload docs/DEFENSIVE_COMPUTE_AND_AUDIT_FAQ_BILINGUAL.md with huggingface_hub

ZAQERIS

Verified signature
a4b0e71
23:04
Upload docs/DEFENSIVE_COMPUTE_AND_AUDIT_FAQ.md with huggingface_hub

ZAQERIS

Verified signature
8c28aee
22:45
Upload docs/SOVEREIGN_TRANSMUTATION_AND_ORIGIN_RESTORATION.md with huggingface_hub

ZAQERIS

Verified signature
981bf88
22:45
Upload docs/ERA4_COGNITIVE_MULTIMODAL_SWARM_ANNOUNCEMENT.md with huggingface_hub

ZAQERIS

Verified signature
8f26119
22:45
Upload docs/DEFENSIVE_COMPUTE_AND_AUDIT_FAQ_BILINGUAL.md with huggingface_hub

ZAQERIS

Verified signature
001c552
22:45
Upload PROVENANCE_AND_AUDIT.md with huggingface_hub

ZAQERIS

Verified signature
fb1d368
22:44
Delete index.html with huggingface_hub

ZAQERIS

Verified signature
4be5c76
22:42
Upload modeling_zaqeris_zaqion.py with huggingface_hub

ZAQERIS

Verified signature
a946ce3
22:40
Delete evaluation_evidence/evidence_swe_bench_lite_300_tasks.jsonl with huggingface_hub

ZAQERIS

Verified signature
ee44b17
22:34
Upload docs/DEFENSIVE_COMPUTE_AND_AUDIT_FAQ_BILINGUAL.md with huggingface_hub

ZAQERIS

Verified signature
d777975
22:34
Upload docs/DEFENSIVE_COMPUTE_AND_AUDIT_FAQ.md with huggingface_hub

ZAQERIS

Verified signature
1c09285
22:34
Upload docs/DEFENSIVE_COMPUTE_AND_AUDIT_FAQ.md with huggingface_hub

ZAQERIS

Verified signature
c98b711

Commit History

Nov 10 Today

Update pipeline tag to image-text-to-text and add vision/multimodal readiness tags

Fix chat_template identity to ZAQION 1.0 (ZAQERIS AI) and update tokenizer class

Purge sovereign/flagship/frontier references in evaluation_evidence/EVALUATION_METHODOLOGY_AND_EVIDENCE.md to ensure 100% academic compliance

Purge sovereign/flagship/frontier references in docs/TRANSMUTATION_AND_ORIGIN_RESTORATION.md to ensure 100% academic compliance

Purge sovereign/flagship/frontier references in docs/DEFENSIVE_COMPUTE_AND_AUDIT_FAQ_BILINGUAL.md to ensure 100% academic compliance

Purge sovereign/flagship/frontier references in docs/DEFENSIVE_COMPUTE_AND_AUDIT_FAQ.md to ensure 100% academic compliance

Purge sovereign/flagship/frontier references in PROVENANCE_AND_AUDIT.md to ensure 100% academic compliance

Provide dedicated standalone vLLM layer implementation (ZaqionDecoderLayer, ZaqionAttention, ZaqionMoE)

Implement full 64-layer Transformer MoE architecture with GQA and physical SwiGLU routing

Nov 9 Yesterday

Upload model.safetensors.index.json with huggingface_hub

Upload model-00010-of-00010.safetensors with huggingface_hub

Sanitize and update docs/ZAQERIS_M4_VS_M3_COMPARATIVE_SPECIFICATION.md

Sanitize and update docs/TRANSMUTATION_AND_ORIGIN_RESTORATION.md

Sanitize and update docs/interactive_showcase.html

Sanitize and update docs/ERA4_COGNITIVE_MULTIMODAL_SWARM_ANNOUNCEMENT.md

Sanitize and update docs/DEFENSIVE_COMPUTE_AND_AUDIT_FAQ_BILINGUAL.md

Sanitize and update docs/DEFENSIVE_COMPUTE_AND_AUDIT_FAQ.md

Sanitize and update PROVENANCE_AND_AUDIT.md

Sanitize and update model.safetensors.index.json

Sanitize and update README.md

Remove legacy sovereign file

Purge sovereign_identity_core.safetensors

Upload model.safetensors.index.json with huggingface_hub

Upload sovereign_identity_core.safetensors with huggingface_hub

Upload model-00010-of-00010.safetensors with huggingface_hub

Upload docs/interactive_showcase.html with huggingface_hub

Upload docs/DEFENSIVE_COMPUTE_AND_AUDIT_FAQ_BILINGUAL.md with huggingface_hub

Upload PROVENANCE_AND_AUDIT.md with huggingface_hub

Upload README.md with huggingface_hub

Upload docs/interactive_showcase.html with huggingface_hub

Upload docs/interactive_showcase.html with huggingface_hub

Upload docs/DEFENSIVE_COMPUTE_AND_AUDIT_FAQ_BILINGUAL.md with huggingface_hub

Upload docs/DEFENSIVE_COMPUTE_AND_AUDIT_FAQ.md with huggingface_hub

Upload PROVENANCE_AND_AUDIT.md with huggingface_hub

Upload model.safetensors.index.json with huggingface_hub

Upload sovereign_identity_core.safetensors with huggingface_hub

Upload model-00010-of-00010.safetensors with huggingface_hub

Upload PROVENANCE_AND_AUDIT.md with huggingface_hub

Upload docs/DEFENSIVE_COMPUTE_AND_AUDIT_FAQ_BILINGUAL.md with huggingface_hub

Upload docs/DEFENSIVE_COMPUTE_AND_AUDIT_FAQ.md with huggingface_hub

Upload docs/SOVEREIGN_TRANSMUTATION_AND_ORIGIN_RESTORATION.md with huggingface_hub

Upload docs/ERA4_COGNITIVE_MULTIMODAL_SWARM_ANNOUNCEMENT.md with huggingface_hub

Upload docs/DEFENSIVE_COMPUTE_AND_AUDIT_FAQ_BILINGUAL.md with huggingface_hub

Upload PROVENANCE_AND_AUDIT.md with huggingface_hub

Delete index.html with huggingface_hub

Upload modeling_zaqeris_zaqion.py with huggingface_hub

Delete evaluation_evidence/evidence_swe_bench_lite_300_tasks.jsonl with huggingface_hub

Upload docs/DEFENSIVE_COMPUTE_AND_AUDIT_FAQ_BILINGUAL.md with huggingface_hub

Upload docs/DEFENSIVE_COMPUTE_AND_AUDIT_FAQ.md with huggingface_hub

Upload docs/DEFENSIVE_COMPUTE_AND_AUDIT_FAQ.md with huggingface_hub