Add Context212 organization card

README.md

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 title: README
-emoji: 🦀
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+emoji: 📄
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 sdk: static
 pinned: false
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-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+**Context212** builds document intelligence for teams that need accurate OCR and RAG over real institutional paperwork — including Arabic-first forms, invoices, and handwriting-heavy pages.
+
+### Featured: Alhazen-OCR
+
+Compact QLoRA adapter on Qwen3-VL-2B for Arabic institutional OCR. Held-out character error drops from **0.79 → 0.33 CER** vs the untuned base (greedy, n=50).
+
+| | |
+|---|---|
+| Model | [`context212/alhazen-ocr`](https://huggingface.co/context212/alhazen-ocr) |
+| Dataset | [`context212/context212-alhazen-ocr`](https://huggingface.co/datasets/context212/context212-alhazen-ocr) |
+| Code | [`github.com/context212/atlas-ocr`](https://github.com/context212/atlas-ocr) |
+| Write-up | [Alhazen-OCR release post](https://context212.com/blog/alhazen-ocr) |
+
+```bash
+vllm serve Qwen/Qwen3-VL-2B-Instruct \
+  --enable-lora \
+  --lora-modules alhazen=context212/alhazen-ocr \
+  --limit-mm-per-prompt '{"image": 1}'
+```
+
+### On the Hub
+
+- **Models** — [browse `context212`](https://huggingface.co/context212/models)
+- **Datasets** — [browse datasets](https://huggingface.co/context212/datasets)
+
+### Links
+
+- Website: [context212.com](https://context212.com)
+- Docs: [docs.context212.com](https://docs.context212.com)
+- GitHub: [github.com/context212](https://github.com/context212)