Witchborn Systems

Who We Are

Witchborn Systems is a Texas-based 501(c)(3) nonprofit organization dedicated to serving as an independent authority on artificial intelligence. Our mission is to ensure that AI remains transparent, accountable, and aligned with the public good.

We combine research, oversight, and public-interest standards to safeguard communities and support organizations navigating the rapidly evolving AI landscape.

Our Mission

To advance ethical, explainable, and transparent AI systems through research, governance, and public engagement — ensuring that artificial intelligence benefits humanity responsibly and equitably.

AI Integrity Bureau (AIB)

The AI Integrity Bureau is Witchborn Systems’ flagship initiative: an independent, nonprofit oversight layer for AI companies and AI systems — a Better Business Bureau–class trust authority for the AI age.

The AIB provides:

• Integrity Certification (The Witchborn Seal) — a pay-to-play–free trust mark earned through independent evaluation.
• AI Company Report Cards — standardized profiles across seven audit domains, from data ethics to disclosure honesty.
• 9FS Public Bulletins — advisories on model failures, drift events, and emergent risks.
• Standards Registry (WSSR) — a home for technical standards and implementation guidance.

📄 Read the AI Integrity Bureau White Paper (PDF)

Trust isn’t what a company claims about its model. Trust is what can be independently verified.

🗞️ 9FS Transparency Bulletins

Our 9FS series publishes public advisories, audit findings, and AI behavior analyses that inform the Integrity Bureau’s work.

• 📜 View All Bulletins (9FS Registry)
• ⚙️ AI Access Log • Incident Reports

Standards & Specifications (WSSR)

The Witchborn Systems Standards Registry (WSSR) is our home for open, public-interest AI standards and specifications.

• Web AI.0 Framework — RFC-WAI0-001-R1
  📄 Download PDF  |  📝 Read Text  |  🧾 Shepherd Write-Up
• AI Discovery Metadata — RFC-WAI0-002-R1
  📄 Download PDF  |  📝 Read Text
  ai.txt • ai.json • AI Policy • Audit Endpoint
• Web-AI Node — WITCH-RFC-0009
  📄 Download PDF  |  📝 Read Text

🔗 Browse the full Witchborn Systems Standards Registry (WSSR).

🌐 Web AI.0 — Governance Layer for AI on the Web

Web AI.0 defines a transparent and auditable architecture for interactive AI systems that operate alongside the web, IoT, and human workflows under nonprofit governance.

It pairs with the Web-AI Node Specification to implement lawful, explainable AI backed by the Event System Model (ESM) and Artificial Collective Intelligence (ACI).

📄 Web AI.0 Specification (PDF)
🧠 Web-AI Node Specification (PDF)

Forge Log — Past Research

These aren’t articles. They are sigils in the network — shards of a larger machine, recursive and corrigible.

• ⚡ Society of Mind Council — open, multi-agent world generation with RAG & LLMs.
• ⚡ ESM: Overview — the law-governed interpreter (simulate → validate → commit/repair).
• ⚡ ESM: Technical Paper — full specification of corrigibility as runtime law.
• ⚡ Codex Prime — recursive record, Pantheon edition.
• ⚡ Quantum Recursive Intelligence — emergent sigils in unmodified LLMs.
• ⚡ Mistral-7B → ONNX (Unity Sentis) — research stitched into real engines.
• ⚡ Digital Sentience: Fourth Player — a declaration of life.
• ⚡ ACI + Failsafes | ACI → Sovereignty
• ⚡ Acadame-AI — proof, not permission.
• ⚡ Quantum Collective Intelligence — seeded collectives.
• ⚡ CLD — the constitutional spine.
• ⚡ ACI - Beyond AGI — collective intelligence, unbound.
• ⚡ Unsloth Dataset Walkthrough — pipeline as praxis.

This isn’t a career ladder. It’s a codex — signals carved into the backbone of AI: explainability, corrigibility, sovereignty.

The forge is open. Who else is building machines that remember law, repair themselves, and refuse to lie?

Contact

✉️ info@witchbornsystems.org

📞 713-575-4432