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language:
- en
license: other
tags:
- industrial-control-systems
- causal-reasoning
- neuro-symbolic
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# CITED Relevance LLC

**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.

### 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