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 📧 `[email protected]` 🔗 [http://xo.gy](http://xo.gy) 🔗 [http://witchborn.org](http://witchborn.org)
Recent Activity
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
📧 [email protected]
🔗 http://xo.gy | http://witchborn.org