Init redirect model card for DreamMachine-AI/Dream-Machine

README.md

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+---
+license: cc-by-nc-4.0
+language:
+  - zh
+  - en
+tags:
+  - recommendation
+  - dual-tower
+  - transformer
+  - multi-hash-embedding
+  - pytorch
+library_name: transformers
+pipeline_tag: feature-extraction
+---
+
+<div style="max-width:100%;overflow:hidden;">
+<pre style="
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+    118deg,
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+╚═════╝ ╚═╝  ╚═╝╚══════╝╚═╝  ╚═╝╚═╝     ╚═╝╚═╝     ╚═╝╚═╝  ╚═╝ ╚═════╝╚═╝  ╚═╝╚═╝╚═╝  ╚═══╝╚══════╝</pre>
+</div>
+
+<div align="center">
+
+<p style="font-size:1.5em;font-weight:900;letter-spacing:0.03em;margin:0.2em 0 0.1em;">
+  ✨ Dream-Machine — Billion-Item Neural Recommendation Sorcerer ✨
+</p>
+
+<p style="font-size:1.0em;font-weight:500;color:#aaa;margin:0 0 1em;">
+  Multi-Hash Transformer Dual-Tower · RAG-Enhanced · Production-Grade · 10<sup>10</sup> Scale
+</p>
+
+[![Full Model](https://img.shields.io/badge/🤗%20Full%20Model-dream--machine--ai%2FDream--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-dream--machine--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)
+[![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/)
+
+</div>
+
+---
+
+## 📌 Repository Notice
+
+> **This repository is the official DreamMachine-AI organization listing.**
+> The full model weights, code, and documentation are published under the
+> **[dream-machine-ai](https://huggingface.co/dream-machine-ai)** account namespace.
+
+| Resource | Location |
+|:---------|:---------|
+| 🤗 **Full Model Card + Weights** | [dream-machine-ai/Dream-Machine-08-09](https://huggingface.co/dream-machine-ai/Dream-Machine-08-09) |
+| 📦 **Training Dataset** | [dream-machine-ai/Dream-Machine-08-09-Dataset](https://huggingface.co/datasets/dream-machine-ai/Dream-Machine-08-09-Dataset) |
+| 🌟 **Interactive Space** | [spaces/dream-machine-ai](https://huggingface.co/spaces/dream-machine-ai/) |
+| 🏢 **Organization Hub** | [DreamMachine-AI](https://huggingface.co/DreamMachine-AI) |
+| 📄 **Technical Report** | [Zenodo 10.5281/zenodo.21906715](https://doi.org/10.5281/zenodo.21906715) |
+| 💻 **Source Code** | [GitHub / Dream-Machine](https://github.com/When-Summer-Understands-Winter/Dream-Machine/) |
+
+---
+
+## ⚡ Quick Load
+
+```python
+from transformers import AutoConfig, AutoModel
+
+model = AutoModel.from_pretrained(
+    "dream-machine-ai/Dream-Machine-08-09",
+    trust_remote_code=True,
+).eval()
+```
+
+```python
+from huggingface_hub import snapshot_download
+
+# Full model repository
+model_path = snapshot_download(repo_id="dream-machine-ai/Dream-Machine-08-09")
+
+# Training dataset
+dataset_path = snapshot_download(
+    repo_id="dream-machine-ai/Dream-Machine-08-09-Dataset",
+    repo_type="dataset",
+)
+```
+
+---
+
+## 📊 Benchmarks
+
+| Metric | Value |
+|:-------|:-----:|
+| **AUC** | **0.4849** |
+| **HR@10** | **1.0** |
+| **NDCG@10** | **0.537** |
+| E2E Latency | **≤ 100 ms** |
+| Max Catalogue | **10¹⁰ items** |
+
+---
+
+## ⚖️ License
+
+This project is 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">
+
+**Paper**: [DreamMachine: A Billion-Item Neural Recommendation Sorcerer](https://doi.org/10.5281/zenodo.21906715)  
+**Author**: Fangjun Wen · DreamMachine Research Team · August 2026
+
+`// built with focus · DreamMachine Research`
+
+</div>