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README.md

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-title: README
-emoji: 🌍
-colorFrom: yellow
-colorTo: gray
+type: organization
+name: GambitFlow
+description: Pioneering Next-Generation Chess Intelligence via Hybrid Neural Architectures.
+website: https://gambitflow.onrender.com
+tags:
+- chess
+- deep-learning
+- onnx
+- reinforcement-learning
+- research
 sdk: static
-pinned: false
+pinned: true
 ---
 
-Edit this `README.md` markdown file to author your organization card.
+# ♟️ GambitFlow Intelligence Systems
+
+<div align="center">
+
+![GambitFlow Banner](https://capsule-render.vercel.app/api?type=waving&color=0:3b82f6,100:8b5cf6&height=220&section=header&text=GambitFlow%20AI&fontSize=70&animation=fadeIn&fontAlignY=35&desc=The%20Future%20of%20Strategic%20Reasoning&descAlignY=55&descAlign=50)
+
+[![Enginered by GambitFlow](https://img.shields.io/badge/Engineered%20by-GambitFlow-blue?style=for-the-badge)](https://huggingface.co/GambitFlow)
+[![Primary Framework: PyTorch](https://img.shields.io/badge/Framework-PyTorch-red?style=for-the-badge)](https://pytorch.org/)
+[![Inference: ONNX Runtime](https://img.shields.io/badge/Inference-ONNX--WASM-green?style=for-the-badge)](https://onnxruntime.ai/)
+
+</div>
+
+---
+
+## 🚀 Mission Overview
+GambitFlow is an open-research organization dedicated to pushing the boundaries of **Deep Reinforcement Learning** in the domain of Chess. We specialize in building low-latency, high-accuracy neural evaluation functions optimized for both edge devices (Browsers) and high-performance cloud environments.
+
+## 🧠 Core Intelligence: The Synapse Series
+Our flagship **Synapse** series models utilize a proprietary **Hybrid CNN-Transformer** architecture. 
+- **CNN Backbone:** Expert-level spatial perception for pawn structures and piece activity.
+- **Transformer Neck:** Strategic long-range dependencies and multi-move tactical sequences.
+
+## 📂 Active Repositories
+
+### 🤖 Models
+- **[Synapse-Base](https://huggingface.co/GambitFlow/synapse-base):** 38M Parameter Foundation Model.
+- **[Nexus-Core](https://huggingface.co/GambitFlow/nexus-core-ce):** Deep ResNet optimized for positional play.
+- **[Nexus-Nano](https://huggingface.co/GambitFlow/nexus-nano-ce):** Lightweight CNN for instant mobile inference.
+
+### 📚 Datasets
+- **[Elite-Data](https://huggingface.co/datasets/GambitFlow/elite-data):** 5 Million+ positions filtered from ELO 2000+ Master games.
+- **[Starter-Data](https://huggingface.co/datasets/GambitFlow/starter-data):** Curated positions for rapid model prototyping.
+
+---
+
+## 🤝 Contribution & Research
+We welcome researchers and developers to contribute to the **GambitFlow Ecosystem**. All our public models and datasets are released under the **CC BY-NC 4.0** license to ensure free access for research and personal use.
+
+> **Flow with the perfect move.**
+
+<div align="center">
+  <p>© 2025 GambitFlow AI Development Group</p>
+</div>