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README.md

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-Edit this `README.md` markdown file to author your organization card.
+# Welcome to Prickly Labs 🌵
+
+We're a scrappy AI startup focused on training culturally-aware, emotionally realistic language models. Our lab experiments in:
+- Low-budget, high-efficiency model training (Kaggle, FSDP, quantization)
+- Creating unique Arabic personalities with emotional memory
+- Discord-native inference and character interaction
+- Dataset optimization and systematized fine-tuning tools
+
+## 🧠 Current Projects
+
+- **سنكوح (Sanko7)**: A chaotic Egyptian bot with rubber addictions and frying pan trauma
+- **مستنقع السناكح**: A lore-based personality AI universe
+- **Universal Notebook**: Our fine-tuning/formatting/training stack
+- **Custom Dataset Tools**: Arabic-rich emotional data pipelines
+
+## 🚀 How to Use Our Stuff
+
+All models will have:
+- Chat templates
+- Configs for `transformers`, `text-generation-inference`, and `vllm`
+- Lightweight, Kaggle-optimized usage guides
+
+## 🫂 Want to Collaborate?
+
+DM [@AhmedSherief](https://huggingface.co/ahmedasn) or reach us on Discord (coming soon).