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README.md
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---
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language:
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- en
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license: other
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tags:
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- industrial-control-systems
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- causal-reasoning
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- neuro-symbolic
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---
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# CITED Relevance LLC
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**Sovereign Data Manufacturing**
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> *“We do not sell AI. We manufacture the intelligence that makes AI trustworthy.”*
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---
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## The Sovereign Gold Pipeline
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CITED Relevance operates a proprietary manufacturing process for regulated industries. We mint **Sovereign Gold Data**—structured, mathematically validated, and cryptographically signed training corpora that teach AI models to reason through physical consequences rather than guess at them.
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### SAGE: The Neuro-Symbolic Engine
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Our flagship architecture, **SAGE**, enforces symbolic constraints—including causal graph routing and mathematical confidence traces—to ensure every output is deterministic, verifiable, and safe for critical infrastructure.
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---
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## The Factory Workflow
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| Stage | Process | Output |
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| :--- | :--- | :--- |
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| **01** | **Grounding** | Domain-specific Knowledge Graphs & ICS Standards |
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| **02** | **Minting** | Causal reasoning JSON under strict physical logic |
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| **03** | **Audit** | Math-validated, SHA-512 signed Sovereign Nodes |
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| **04** | **Deployment** | Fine-tuned, air-gapped models (SAGE) |
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---
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## Founder
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**Joshua Brian Hayes** | *Founder and Lead Architect*
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27 years of network operations with a major telecommunications company. Expert in ICS/SCADA causal reasoning and the alignment of neural networks with physical-world constraints.
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---
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## Intellectual Property
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**Patent Pending.** USPTO Provisional Application CRL-001-PROV. Filed March 24, 2026.
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---
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## Contact and Licensing
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📧 **joshua@citedrelevance.com** 🌐 **[citedrelevance.com](https://citedrelevance.com)** 📍 Jefferson, Georgia | Founded 2026 | Privately Held
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