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README.md

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-title: README
-emoji: 👁
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+title: KiteFishAI Preview
+emoji: 🐟
+colorFrom: blue
+colorTo: indigo
 sdk: static
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-Edit this `README.md` markdown file to author your organization card.
+# KiteFish AI (Preview)
+
+KiteFish AI builds efficient language models from scratch: our own architectures, our own training runs, and our own post-training. This organization hosts **preview releases**: early checkpoints that we share for testing, feedback, and research.
+
+## What you'll find here
+
+- **NanoI1**: our compact model family. Instruct (SFT) variants such as `NanoI1-155M-Instruct` are published here as they become ready.
+- **Experimental checkpoints**: intermediate and research models released ahead of any stable launch.
+
+## About preview releases
+
+- Models here are **work in progress**. Expect rough edges, changing names, and breaking updates between versions.
+- They are not intended for production use or safety-critical decisions.
+- Evaluations and model cards will be added as each model matures.
+- Stable releases will move to our main organization.
+
+## Feedback
+
+Found a bug, odd behavior, or have a benchmark result to share? Open a discussion on the relevant model repo. We read all of them.
+
+## License
+
+Each model card states the license for that model. Please check it before use.