Instructions to use transmutationist/xero-bio-genesis with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use transmutationist/xero-bio-genesis with Transformers:

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

pipe = pipeline("text-generation", model="transmutationist/xero-bio-genesis")

# pip install -U transformers accelerate
# Load model directly
from transformers import AutoModelForCausalLM
model = AutoModelForCausalLM.from_pretrained("transmutationist/xero-bio-genesis", device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use transmutationist/xero-bio-genesis with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "transmutationist/xero-bio-genesis"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "transmutationist/xero-bio-genesis",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/transmutationist/xero-bio-genesis

SGLang

How to use transmutationist/xero-bio-genesis 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 "transmutationist/xero-bio-genesis" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "transmutationist/xero-bio-genesis",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

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 "transmutationist/xero-bio-genesis" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "transmutationist/xero-bio-genesis",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Docker Model Runner
How to use transmutationist/xero-bio-genesis with Docker Model Runner:
```
docker model run hf.co/transmutationist/xero-bio-genesis
```

xero-bio-genesis

Commit History

XERO: living freeze-frame (chunked)

ac2afc7
verified

transmutationist commited on Jun 1

XERO: card + code + docs (WIP; see STATUS_AND_AUDIT.md)

e9e9f83
verified

transmutationist commited on Jun 1

docs: full documentation stack + R&D white papers

f9f5da0

jollydragonroger commited on May 31

Behavioral characterization + fix route_gene keyword shadowing

9dd2ef4

jollydragonroger commited on May 31

Integrate expanded Enochian lexicon + complete Papers A-E; add full capability audit

e88ab90

jollydragonroger commited on May 31

Fix runtime API mismatches in xero.py CLI + CUDA cold-start detection

b746f2e

jollydragonroger commited on May 31

Add turnkey AI components

47281a9

jollydragonroger commited on May 31

Add configuration and documentation

3b30e36

jollydragonroger commited on May 31

Complete model: all configs, build artifacts, and Foundry setup

d2f0fb2

jollydragonroger commited on May 31

Full model upload: XERO Bio-AI Genesis

fa2a23c

jollydragonroger commited on May 31

Initial upload: XERO Bio-AI Genesis

ed448bb

jollydragonroger commited on May 31

initial commit

2fec013
verified

transmutationist commited on May 31

Commit History

XERO: living freeze-frame (chunked) ac2afc7 verified

XERO: card + code + docs (WIP; see STATUS_AND_AUDIT.md) e9e9f83 verified

docs: full documentation stack + R&D white papers f9f5da0

Behavioral characterization + fix route_gene keyword shadowing 9dd2ef4

Integrate expanded Enochian lexicon + complete Papers A-E; add full capability audit e88ab90

Fix runtime API mismatches in xero.py CLI + CUDA cold-start detection b746f2e

Add turnkey AI components 47281a9

Add configuration and documentation 3b30e36

Complete model: all configs, build artifacts, and Foundry setup d2f0fb2

Full model upload: XERO Bio-AI Genesis fa2a23c

Initial upload: XERO Bio-AI Genesis ed448bb

initial commit 2fec013 verified

XERO: living freeze-frame (chunked)

ac2afc7
verified

XERO: card + code + docs (WIP; see STATUS_AND_AUDIT.md)

e9e9f83
verified

docs: full documentation stack + R&D white papers

f9f5da0

Behavioral characterization + fix route_gene keyword shadowing

9dd2ef4

Integrate expanded Enochian lexicon + complete Papers A-E; add full capability audit

e88ab90

Fix runtime API mismatches in xero.py CLI + CUDA cold-start detection

b746f2e

Add turnkey AI components

47281a9

Add configuration and documentation

3b30e36

Complete model: all configs, build artifacts, and Foundry setup

d2f0fb2

Full model upload: XERO Bio-AI Genesis

fa2a23c

Initial upload: XERO Bio-AI Genesis

ed448bb

initial commit

2fec013
verified