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| language: |
| - en |
| license: other |
| tags: |
| - industrial-control-systems |
| - causal-reasoning |
| - neuro-symbolic |
| --- |
| |
| # CITED Relevance LLC |
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| **Sovereign Data Manufacturing** |
| > *“We do not sell AI. We manufacture the intelligence that makes AI trustworthy.”* |
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| ## The Sovereign Gold Pipeline |
| 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 |
| 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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| ## The Factory Workflow |
| | Stage | Process | Output | |
| | :--- | :--- | :--- | |
| | **01** | **Grounding** | Domain-specific Knowledge Graphs & ICS Standards | |
| | **02** | **Minting** | Causal reasoning JSON under strict physical logic | |
| | **03** | **Audit** | Math-validated, SHA-512 signed Sovereign Nodes | |
| | **04** | **Deployment** | Fine-tuned, air-gapped models (SAGE) | |
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| ## Founder |
| **Joshua Brian Hayes** | *Founder and Lead Architect* |
| 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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| ## Intellectual Property |
| **Patent Pending.** USPTO Provisional Application CRL-001-PROV. Filed March 24, 2026. |
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| ## Contact and Licensing |
| 📧 **joshua@citedrelevance.com** 🌐 **[citedrelevance.com](https://citedrelevance.com)** 📍 Jefferson, Georgia | Founded 2026 | Privately Held |
