Update README.md

README.md

@@ -5,3 +5,28 @@ language:
 
 # Luxical One
 
+This is a small lexical-dense text embedding model distilled for English-language symmetrical full-document text similarity and classification applications from [`Snowflake/snowflake-arctic-embed-m-v2.0`](https://huggingface.co/Snowflake/snowflake-arctic-embed-m-v2.0).
+
+## Quickstart -- Transformers
+
+Luxical One includes a basic HuggingFace integration that supports model inference. GPU inference is not supported (GPU "acceleration" would not provide a meaningful boost on most systems due to how fast and small the model is).
+
+You must have the `luxical` package installed to run this model, and you must trust the remote code bundled with the model. Currently only cpython versions 3.11-3.13 and macos/linux operating systems are supported. 
+
+``` shell
+pip install luxical
+```
+
+``` python
+from transformers import AutoModel
+from pathlib import Path
+
+# Load from the Huggingface Hub.
+hub_model = AutoModel.from_pretrained(
+    "datologyai/luxical-one",
+    trust_remote_code=True,
+)
+
+# Embed some text.
+emb = local_model(["Luxical integrates with Huggingface."]).embeddings
+```