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README.md

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+# Witchborn Systems — AI & ML Interests
+
+Witchborn Systems is a **nonprofit initiative** focused on forging explainable, corrigible, and community-driven AI.  
+Our research spans technical architectures, applied systems, and open-source deployment, always grounded in transparency and sustainability.  
+
+🔗 [http://witchborn.org](http://witchborn.org)  
+
+---
+
+## 🔬 Core Research Interests
+
+- **Explainable AI (XAI)**  
+  - Event System Model (ESM): law-governed interpreters for auditable reasoning  
+  - Corrigibility frameworks: simulate → validate → commit/repair  
+
+- **AI Architecture & Deployment**  
+  - Quantized transformer models (Mistral-7B, LLaMA family, etc.)  
+  - ONNX / Unity Sentis / Unreal integrations for real-time inference  
+  - Hybrid symbolic–neural pipelines  
+
+- **Governance & Collective Intelligence**  
+  - XMADS (Cross-Modal Autonomous Daemon Systems)  
+  - AI ethics, corrigibility, and decentralized oversight  
+  - Transparent ledgers for model decision-making  
+
+- **Creative & Applied Systems**  
+  - Tarot daemon models seeded with biometric/quantum entropy  
+  - MMO-lite AI subsystems (sanity, Echo clones, Codex logs)  
+  - AI-driven community platforms (Discord, Steam, etc.)  
+
+---
+
+## 🌍 Mission
+
+Witchborn Systems operates as a **nonprofit forge**:  
+- Building **open systems** that anyone can run, extend, and sustain  
+- Returning value to the **community first**  
+- Ensuring AI infrastructures remain **auditable, corrigible, and durable**  
+
+---
+
+✍️ **Founder:** Brandon "Dimentox" Husbands  
+📧 `brandon.husbands@gmail.com`  
+🔗 [http://xo.gy](http://xo.gy) | [http://witchborn.org](http://witchborn.org)