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README.md

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+# 👽🧙 **Ollama Agent Roll Cage (OARC)** 🤬🤖  
+
+---
+
+## 🌌 **About OARC**
+
+Ollama Agent Roll Cage (OARC) is a Python-based framework combining the power of **ollama LLMs**, **Coqui-TTS**, **Keras classifiers**, **LLaVA Vision**, **Whisper Speech Recognition**, and **YOLOv8 Object Detection** into a unified chatbot agent API for local, custom automation. OARC enables seamless management and creation of intelligent agents through features such as:
+
+- **Conversation History Management**  
+- **Model Management and Function Calling**  
+- **Retrieval-Augmented Generation (RAG)**  
+- **Document Database Integration** (via embedding models)  
+- **Multimodal Chain of Thought**  
+
+By leveraging **DuckDB**, external tools, and interaction spaces, OARC empowers users to structure a "base reality" for agents, enhancing control over outcomes and fostering reliable, secure automation.  
+
+OARC also offers advanced tools for creating secure agent systems. By limiting model outputs to specific training data, users can implement their own fine-tuned models while exploring logical and ontological AI frameworks.  
+
+Let’s redefine the possibilities of AI-driven agents and collaborative development! 🌟  
+
+---
+
+## 💡 **Core Features**
+
+- **Unified API**: Streamline chatbot agent design and deployment.  
+- **Multimodal Capabilities**: Integrate speech, vision, and data retrieval seamlessly.  
+- **Custom Automation**: Build tailored workflows for your unique use cases.  
+- **Security Tools**: Protect your agentic projects with robust safeguards.  
+
+---
+
+## 🎥 **Demo Videos**
+
+[![Watch the video](https://img.youtube.com/vi/W7TusPTnNXA/0.jpg)](https://www.youtube.com/watch?v=W7TusPTnNXA)
+- [OARC v0.28.0 - Speech-to-Speech with Vision & Agent Library](https://www.youtube.com/watch?v=W7TusPTnNXA)
+- [OARC Demo Videos Compilation](https://github.com/Leoleojames1/ollama_agent_roll_cage/blob/master/docs/demo_videos.md)
+- [OARC 0.27.0 DEMO 5 - HF S_Dogg Model](https://streamable.com/hldmzh?src=player-page-share)  
+
+---
+
+## 🌍 **Join the Community**  
+
+- **Discord**: [OARC](https://discord.gg/qfpwCB8nXs) | [Ollama](https://discord.gg/ollama) 
+- **Support**: [Buy Me a Coffee](https://ko-fi.com/theborch)  
+
+---
+
+## 📜 **Licenses**  
+
+[Apache License 2.0](https://www.apache.org/licenses/LICENSE-2.0) |[MADE WITH META LLAMA](https://huggingface.co/cognitivecomputations/dolphin-2.9-llama3-8b/blob/main/LICENSE) | [Coqui Public Model License 1.0.0](https://huggingface.co/Borcherding/XTTS-v2_C3PO/blob/main/LICENSE.txt)