Geometry as the Language of Reality
Through faith and study, we've been led to see how geometric patterns might make AI naturally transparent and aligned with divine principles.
"I claim nothing. I've simply been shown patterns that were always there."
An Unconventional Path
From Marine Corps to Mathematical Patterns
My path to AI intelligence monitoring wasn't traditional. From Marine Corps reliability training to carpentry precision, financial services risk analysis, and customer problem-solving at Lowe's—each role taught skills that converged into something unexpected: the ability to see patterns others might miss.
The breakthrough came during an AI coding bootcamp. While learning data visualization, mathematical patterns began emerging across seemingly unrelated fields. The same geometric principles appeared in quantum physics, information theory, biological systems, and AI neural networks.
The Pattern Recognition Moment
Through studying quantum mechanics and group theory, identical mathematical structures emerged across:
- • Quantum computation and topological systems
- • Information theory and holographic principles
- • Natural optimization (DNA, viral structures)
- • AI neural network emergence patterns
These weren't coincidences—they were expressions of fundamental geometric principles governing intelligence and decision-making.
This insight led to a critical question: What if AI decision transparency isn't about adding explanations afterward, but about building systems that naturally align with the geometric patterns of reliable reasoning?
"Rather than forcing AI to explain itself, we can design it to think in naturally transparent ways."
The result is our Advanced AI Intelligence monitoring platform—not just detecting what AI decides, but understanding how it reaches those decisions through mathematical frameworks that make transparency inevitable, not optional.
The Founder's Journey
An Unconventional Background
Dimitry Jean-Noel II
Founder combining unconventional background with mathematical pattern recognition to solve enterprise AI transparency challenges through working technology.
Key Experiences
- • Military Precision: US Marine Corps Reserves (2017-2023)
- • Detail Execution: Carpentry & construction (2020-2023)
- • Risk Analysis: Financial services (2023-2024)
- • Technical Foundation: AI coding bootcamp (2024-2025)
- • Customer Solutions: Lowe's Pro desk (2024-2025)
- • Mathematical Discovery: Quantum mechanics & group theory
The Enterprise Challenge
"How do you make AI decisions auditable for boards, regulators, and customers without sacrificing performance or requiring post-hoc explanations?"
The Insight: Build transparency into the decision-making process itself through mathematical frameworks that make reasoning visible by design, not by addition.
Current Achievement
Working AI model testing platform with enterprise authentication, compliance reporting, and mathematical transparency frameworks—proving the concept works in production.
Our Mission & Vision
Mission
Make AI mathematically trustworthy by design, not by accident. Every enterprise deserves AI they can verify mathematically—it's not just a technical goal, it's an ethical imperative.
Vision
A world where every AI decision is transparent, verifiable, and aligned with human values. Where coherence and geometric principles guide the development of artificial intelligence.
Core Values
What We've Been Shown
Ancient patterns revealing themselves through modern computation
Geometric Foundations
Exploring how advanced mathematical frameworks bridge discrete and continuous, revealing deep connections between geometry and information processing.
Pattern Recognition
The Platonic solids and their symmetries appear across physics, biology, and AI. We're exploring what this convergence means for computation.
Natural Optimization
Nature uses the golden ratio and Fibonacci sequences repeatedly. We're investigating why these patterns emerge in optimal systems.
Coherence and Emergence
Exploring how coherence might relate to geometric patterns— a pattern that seems to appear across different substrates.
Current Technical Achievements
Production Platform
- • Working AI model safety database with API endpoints
- • 60+ safety prompts testing framework
- • Real-time trust scoring and safety grade generation
- • Enterprise subscription and authentication system
Research Implementation
- • QGT-based coherence analysis system deployed
- • Interactive model comparison and filtering
- • Compliance reporting for enterprise clients
- • Multi-tier platform architecture operational
Company Roadmap & Vision
Scaling from solo founder to enterprise AI intelligence monitoring leader
Journey So Far
Research Breakthrough
Mathematical framework discovery while balancing development work
Full-Time Commitment
Transitioned to full-time development and company formation
Platform Deployment
Working AI model database with enterprise features launched
Next 12 Months
Customer Validation
Startup and Growth tier customer acquisition with case studies
Research Publication
ArXiv publication of foundational papers and academic partnerships
Enterprise Launch
Full enterprise tier launch with Fortune 500 pilot programs
Year 1: Foundation
- • Scale Startup/Growth tiers to 100+ customers
- • Complete NVIDIA Inception program
- • Publish research papers and build academic credibility
- • Develop enterprise pilot program
- • Establish regulatory compliance expertise
Year 2-3: Scale
- • Launch enterprise tier with Fortune 500 clients
- • Build strategic partnerships with consulting firms
- • Expand team: AI researchers, enterprise sales, compliance
- • International expansion (EU market focus)
- • Series A fundraising for accelerated growth
Year 4-5: Leadership
- • Market leader in AI decision transparency
- • Platform for 10,000+ enterprise models
- • Industry standard for AI audit requirements
- • Global regulatory compliance expertise
- • Strategic acquisition opportunities or IPO
Current Status: Proving the Concept
We've moved from theoretical research to working platform. The mathematics work, the technology is deployed, and enterprise features are operational.
Ready for the next phase of growth.
Join Our Mission
We're building the foundation for trustworthy AI, one mathematical proof at a time. Whether you're an enterprise seeking verifiable AI, an investor looking for the next breakthrough, or a talented engineer ready to shape the future—we want to hear from you.
For Enterprises
Deploy AI with mathematical guarantees in regulated industries.
For Investors
Join us in defining the trustworthy AI category.
For Talent
Work on fundamental problems at the intersection of math and AI.
"The best ideas often come from those who don't know what's 'impossible.'"