Witchborn Systems
AI & ML interests
# 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. --- ## 🔬 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)