Update org card README for DreamMachine-AI

README.md

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+<div align="center">
+
+<p style="font-size:1.6em;font-weight:900;letter-spacing:0.04em;margin:0.2em 0 0.1em;">
+  ✨ DreamMachine Research ✨
+</p>
+
+<p style="font-size:1.05em;font-weight:500;color:#aaa;margin:0 0 1em;">
+  Billion-Item Neural Recommendation · Industrial AI · Open Research
+</p>
+
+[![Model](https://img.shields.io/badge/🤗%20Model-Dream--Machine--08--09-FF8C42?style=for-the-badge)](https://huggingface.co/dream-machine-ai/Dream-Machine-08-09)
+[![Dataset](https://img.shields.io/badge/🤗%20Dataset-Dream--Machine--08--09--Dataset-FFCF48?style=for-the-badge&labelColor=555)](https://huggingface.co/datasets/dream-machine-ai/Dream-Machine-08-09-Dataset)
+[![Space](https://img.shields.io/badge/🌟%20Space-DreamMachine--AI-3b82f6?style=for-the-badge)](https://huggingface.co/spaces/dream-machine-ai/)
+[![Paper](https://img.shields.io/badge/📄%20Paper-Zenodo%2021906715-8b5cf6?style=for-the-badge)](https://doi.org/10.5281/zenodo.21906715)
+[![GitHub](https://img.shields.io/badge/💻%20GitHub-Dream--Machine-24292e?style=for-the-badge&logo=github)](https://github.com/When-Summer-Understands-Winter/Dream-Machine/)
+[![License](https://img.shields.io/badge/License-CC%20BY--NC%204.0-ed6c02?style=for-the-badge&logo=creativecommons&logoColor=white)](https://creativecommons.org/licenses/by-nc/4.0/)
+
+<br/>
+
+> *"We build the magic shop — the AI that knows exactly what you want before you do."*
+
+**[🤗 Models](#-models)** &nbsp;·&nbsp;
+**[📦 Datasets](#-datasets)** &nbsp;·&nbsp;
+**[🌟 Spaces](#-spaces)** &nbsp;·&nbsp;
+**[📄 Research](#-research)** &nbsp;·&nbsp;
+**[⚖️ License](#️-license)**
+
+</div>
+
 ---
-title: README
-emoji: 🦀
-colorFrom: green
-colorTo: green
-sdk: static
-pinned: false
+
+## ✦ Our Mission
+
+```
+  ╔══════════════════════════════════════════════════════════════════════╗
+  ║  ✦ 10¹⁰-item scale  — recommend from billion-item catalogues       ║
+  ║  ✦ Open research    — weights, data, code, paper all public        ║
+  ║  ✦ Reproducible     — every result in the paper can be verified    ║
+  ║  ✦ Production-grade — from laptop to 250 × A100 cluster unchanged  ║
+  ║  ✦ Community-first  — CC BY-NC 4.0, free for academic use         ║
+  ╚══════════════════════════════════════════════════════════════════════╝
+```
+
 ---
 
-Edit this `README.md` markdown file to author your organization card.
+## 🤗 Models
+
+### [Dream-Machine-08-09](https://huggingface.co/dream-machine-ai/Dream-Machine-08-09)
+
+> **Billion-Item Neural Recommendation Sorcerer** — Multi-Hash Transformer Dual-Tower with RAG-Enhanced Recall
+
+| Property | Value |
+|:---------|:------|
+| Architecture | Dual-Tower Transformer (Item + User) |
+| Scale | Up to 10¹⁰ items, 10¹⁰ users |
+| Embedding | Multi-Hash K=3, B=50K buckets |
+| Layers | L=2 Transformer, H=8 heads, d=128 |
+| Retrieval | FAISS HNSW, ≤ 100 ms P99 |
+| **AUC** | **0.4849** · HR@10 **1.0** · NDCG@10 **0.537** |
+| Format | `safetensors` · `transformers`-compatible |
+
+```python
+from transformers import AutoModel
+model = AutoModel.from_pretrained(
+    "dream-machine-ai/Dream-Machine-08-09", trust_remote_code=True
+).eval()
+```
+
+**[→ View Model Card](https://huggingface.co/dream-machine-ai/Dream-Machine-08-09)**
+
+---
+
+## 📦 Datasets
+
+### [Dream-Machine-08-09-Dataset](https://huggingface.co/datasets/dream-machine-ai/Dream-Machine-08-09-Dataset)
+
+> **E-Commerce Synthetic Dataset** — JD / Taobao schema, fully reproducible, zero real PII
+
+| Split | Records | Format | Description |
+|:------|--------:|:------:|:------------|
+| `products` | 1,000 | JSONL | SKU catalogue — price, brand, category, attributes |
+| `users` | 1,000 | JSONL | User profiles — demographics, interests, spending |
+| `behaviors` | 5,000 | JSONL | Click / purchase / rating events |
+
+```python
+from datasets import load_dataset
+products = load_dataset(
+    "dream-machine-ai/Dream-Machine-08-09-Dataset",
+    name="products", split="train"
+)
+```
+
+**[→ View Dataset Card](https://huggingface.co/datasets/dream-machine-ai/Dream-Machine-08-09-Dataset)**
+
+---
+
+## 🌟 Spaces
+
+### [dream-machine-ai / README](https://huggingface.co/spaces/dream-machine-ai/README)
+
+Interactive landing page — no installation required.  
+Explore the model architecture, scaling law charts, and end-to-end deployment guide.
+
+**[→ Open Space](https://huggingface.co/spaces/dream-machine-ai/)**
+
+---
+
+## 📄 Research
+
+### DreamMachine: A Billion-Item Neural Recommendation Sorcerer
+
+> Wen, Fangjun · DreamMachine Research Team · August 2026  
+> DOI: [10.5281/zenodo.21906715](https://doi.org/10.5281/zenodo.21906715)
+
+**Seven original contributions:**
+
+| # | Contribution | Key Formula |
+|:-:|:-------------|:------------|
+| C1 | Multi-Hash Transformer Dual-Tower | ε_eff = (1 − e^{−N/2B})^K |
+| C2 | Hierarchical Feature Architecture | ID → sparse → dense numeric |
+| C3 | RAG-Enhanced Multi-Channel Recall | FAISS IVF-PQ + CF + rules |
+| C4 | Cross-Attention Listwise Re-ranker | CTR / CVR / dwell-time |
+| C5 | Uncertainty-Weighted InfoNCE | Learnable σ_k² per task |
+| C6 | Closed-Form Scaling Laws | 9 breakpoints 10² → 10¹⁰ |
+| C7 | Production Serving Stack | FastAPI + ONNX + INT8 |
+
+```bibtex
+@techreport{wen2026dreammachine,
+  title       = {Magic Shop at Scale: Dream-Machine --- A Billion-Item
+                 Real-Time Neural Recommendation Sorcerer},
+  author      = {Wen, Fangjun},
+  year        = {2026},
+  institution = {DreamMachine Research Team},
+  doi         = {10.5281/zenodo.21906715},
+  url         = {https://doi.org/10.5281/zenodo.21906715},
+  note        = {Technical Report, August 2026. arXiv cs.IR / cs.LG}
+}
+```
+
+---
+
+## 🚀 Quick Start
+
+```bash
+pip install transformers torch faiss-cpu huggingface_hub datasets
+```
+
+```python
+# 1. Load model
+from transformers import AutoModel, AutoFeatureExtractor
+model = AutoModel.from_pretrained(
+    "dream-machine-ai/Dream-Machine-08-09", trust_remote_code=True
+).eval()
+
+# 2. Load dataset
+from datasets import load_dataset
+ds = load_dataset("dream-machine-ai/Dream-Machine-08-09-Dataset",
+                  name="products", split="train")
+
+# 3. Start inference server
+# git clone https://huggingface.co/dream-machine-ai/Dream-Machine-08-09
+# python serve_hf.py --model_dir ./hf_model --port 8000
+```
+
+---
+
+## 🔗 All Resources
+
+| Resource | Link |
+|:---------|:-----|
+| 🤗 **Model** | [dream-machine-ai/Dream-Machine-08-09](https://huggingface.co/dream-machine-ai/Dream-Machine-08-09) |
+| 📦 **Dataset** | [dream-machine-ai/Dream-Machine-08-09-Dataset](https://huggingface.co/datasets/dream-machine-ai/Dream-Machine-08-09-Dataset) |
+| 🌟 **Space** | [spaces/dream-machine-ai](https://huggingface.co/spaces/dream-machine-ai/) |
+| 🏢 **Org** | [huggingface.co/DreamMachine-AI](https://huggingface.co/DreamMachine-AI) |
+| 📄 **Paper** | [Zenodo 10.5281/zenodo.21906715](https://doi.org/10.5281/zenodo.21906715) |
+| 💻 **GitHub** | [When-Summer-Understands-Winter/Dream-Machine](https://github.com/When-Summer-Understands-Winter/Dream-Machine/) |
+
+---
+
+## ⚖️ License
+
+All models, datasets, and code published by DreamMachine Research are licensed under the
+**Creative Commons Attribution-NonCommercial 4.0 International License (CC BY-NC 4.0)**.
+
+| ✅ Permitted | ❌ Prohibited |
+|:---|:---|
+| Academic research & publication | Commercial products or services |
+| Personal learning & experimentation | Revenue-generating deployments |
+| Non-commercial derivative works | Sublicensing for profit |
+| Citing in papers with attribution | Any business use without written permission |
+
+> **Commercial use of any kind — including integrating model weights, code, or outputs into a product or service — requires explicit prior written consent from the author (Fangjun Wen).**  
+> Contact: fangjunwen168@outlook.com
+
+[![License: CC BY-NC 4.0](https://img.shields.io/badge/License-CC%20BY--NC%204.0-ed6c02?style=for-the-badge&logo=creativecommons&logoColor=white)](https://creativecommons.org/licenses/by-nc/4.0/)
+
+---
+
+<div align="center">
+
+<p style="font-size:1.05em;font-weight:700;margin:0.5em 0 0.3em;">
+  🤗 <a href="https://huggingface.co/dream-machine-ai/Dream-Machine-08-09">Model</a> &nbsp;·&nbsp;
+  📦 <a href="https://huggingface.co/datasets/dream-machine-ai/Dream-Machine-08-09-Dataset">Dataset</a> &nbsp;·&nbsp;
+  🌟 <a href="https://huggingface.co/spaces/dream-machine-ai/">Space</a> &nbsp;·&nbsp;
+  📄 <a href="https://doi.org/10.5281/zenodo.21906715">Paper</a> &nbsp;·&nbsp;
+  💻 <a href="https://github.com/When-Summer-Understands-Winter/Dream-Machine/">GitHub</a>
+</p>
+
+**DreamMachine Research Team** · Fangjun Wen · August 2026
+
+`// built with focus · DreamMachine Research`
+
+</div>