Update Zen3 Embedding model card

README.md

@@ -1,26 +1,43 @@
 ---
 library_name: transformers
-tags: [zen, embedding, rag, search, hanzo]
+pipeline_tag: feature-extraction
+tags:
+  - embedding
+  - retrieval
+  - zen
+  - zen3
+  - hanzo
 license: apache-2.0
 ---
+
 # Zen3 Embedding
 
-High-quality text embeddings for RAG, search, and classification.
+**Zen LM by Hanzo AI** — High-dimensional text embeddings via API. Supports retrieval, similarity, and clustering.
+
+## Specs
 
-- **Developer**: [Hanzo AI](https://hanzo.ai) × [Zen LM](https://zenlm.org)
-- **Dimensions**: 3072
-- **Context**: 8K tokens
-- **Endpoint**: `/v1/embeddings`
-- **API**: [api.hanzo.ai](https://cloud.hanzo.ai)
-- **Docs**: [zenlm.org/docs/models/zen3-embedding](https://zenlm.org/docs/models/zen3-embedding)
+| Property | Value |
+|----------|-------|
+| Parameters | API-served |
+| Context | 8K |
+| Architecture | Zen MoDE (Mixture of Distilled Experts) |
+| Generation | Zen3 |
 
-## Usage
-```python
-from hanzo import Hanzo
-client = Hanzo()
-response = client.embeddings.create(model="zen3-embedding", input="Your text here")
+## API Access
+
+```bash
+curl https://api.hanzo.ai/v1/chat/completions \
+  -H "Authorization: Bearer $HANZO_API_KEY" \
+  -H "Content-Type: application/json" \
+  -d '{"model": "zen3-embedding", "messages": [{"role": "user", "content": "Hello"}]}'
 ```
 
-## Related
-- [zen-embedding](https://huggingface.co/zenlm/zen-embedding) — Base weights
-- [zen-embedding-8B-GGUF](https://huggingface.co/zenlm/zen-embedding-8B-GGUF) — Quantized
+Get your API key at [console.hanzo.ai](https://console.hanzo.ai) — $5 free credit on signup.
+
+## License
+
+Apache 2.0
+
+---
+
+*Zen LM is developed by [Hanzo AI](https://hanzo.ai) — Frontier AI infrastructure.*