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Brandon "Dimentox" Husbands PRO

dimentox

AI & ML interests

AI LLM Sd, Published Author in the AI scope. GEN AI Architect

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posted an update about 19 hours ago

⚡ Big things are moving. Witchborn Systems (newly recognized nonprofit) is forging the cornerstone of something we believe the world needs: a **public, governed AI layer**. Not closed. Not for sale. Not hidden. A Constitutional Layer for AI — transparent, amendable, incorruptible. Every decision logged, every amendment public, every voice accountable. This is only the beginning. The Codex is open. The forge is hot. 🔥 #AI #Transparency #CollectiveIntelligence #Nonprofit #Witchborn

updated a Space 9 days ago

witchborn/README

published a Space 9 days ago

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⚡ Big things are moving.

Witchborn Systems (newly recognized nonprofit) is forging the cornerstone of something we believe the world needs: a **public, governed AI layer**.

Not closed.
Not for sale.
Not hidden.

A Constitutional Layer for AI — transparent, amendable, incorruptible.
Every decision logged, every amendment public, every voice accountable.

This is only the beginning. The Codex is open. The forge is hot. 🔥

#AI #Transparency #CollectiveIntelligence #Nonprofit #Witchborn

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372

I wrote about the Event System Model (ESM), a symbolic AI approach that replaces token prediction with a simulate → validate → commit/repair cycle against a "lawbook" of invariants.

Key ideas:

No gradients: Learns by promoting successful repair sequences into new programs.

Explainable by construction: Produces a hash-chained ledger of every state change.

Runtime corrigibility: Fixes violations on the fly under a defined resource budget.

It’s an attempt to build a more deterministic and auditable AI for systems where trust is non-negotiable. The full architecture and theory are in my latest blog post. Would love to hear your thoughts.

Link: https://huggingface.co/blog/dimentox/esm

#AI #SymbolicAI #Programming #SysArch #ExplainableAI

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