Add professional organization card

README.md

@@ -1,4 +1,29 @@
 ---
-title: 'WithIn Us '
+title: WithIn Us AI
+emoji: 🧠
+colorFrom: indigo
+colorTo: blue
 sdk: static
----
+pinned: false
+---
+
+# WithIn Us AI
+
+Independent AI research organization building practical, open intelligence systems.
+
+## Focus areas
+
+- **Reasoning datasets** — large-scale chain-of-thought, agent-trace, and distillation datasets curated for pretraining and fine-tuning reasoning models. Built with reproducible pipelines: global deduplication, deterministic shuffling, and regression-gated releases.
+- **Open models** — fine-tuned, merged, and quantized (GGUF) language models with an emphasis on coding and reasoning, released for local and resource-constrained deployment.
+- **Training infrastructure** — tooling and pipelines for dataset curation, continued pretraining, and evaluation.
+
+## On the Hub
+
+- [Models](https://huggingface.co/WithinUsAI) — fine-tunes, merges, and GGUF quantizations
+- [Datasets](https://huggingface.co/WithinUsAI) — distillation and reasoning datasets
+- [Collections](https://huggingface.co/collections/WithinUsAI) — curated sets
+
+## Connect
+
+- GitHub: [WithInUsAI](https://github.com/WithInUsAI)
+- X: [@WithInUsAI](https://x.com/WithInUsAI)