About the CLEVresearch Framework
A unified methodology for data lineage and causal analysis.
CLEVresearch introduces a **geometric semantic layer**, a unified framework for modeling the causal and vector linkages between complex systems. It serves as the intellectual foundation for developing advanced Data Lineage and AI Governance Tools.
The core thesis is that geometry is the language inherent in all mathematical systems. By modeling the underlying **geometry of causality**—not just the relationships—we can create systems that are more stable, efficient, and intelligent by design. The four key projects—Carbonite, Echo, Genesis, and Capstone—are not separate initiatives, but interconnected pillars that demonstrate this framework at different scales, from macro-economic systems to quantum hardware.
The Four Pillars
Applies the framework at the **macro-scale**, modeling systemic risk in global supply chains using the Factor Beta (β) to create a universal language for risk.
Applies the framework at the **hardware-scale**, using a device's unique noise profile (Decoherence Mold) as a geometric identifier for quantum-resilient security.
Defines the **foundational mathematics**, introducing the Riemannian Intelligence model where knowledge is separated into a stable Base Manifold and a dynamic Tangent Corpus.
Serves as the **unifying implementation**, integrating all principles into a physical device that uses geometric filtering (the Aperture Protocol) to validate information.
Gwendalynn Lim Wan Ting is the founder of EveCount Research and an incoming AI/ML Scholar at Nanyang Technological University (NTU). With over a decade of experience driving strategic growth for institutional clients in the finance and insurance sectors, she now focuses on the intersection of Quantum-resistant architectures and Topological Engineering.
Her current research, including the development of the Aperture Protocol, explores how Riemannian Geodesic Flows can be used to create self-healing resilience in global data networks and financial systems. Through the lens of the "Master Coil," Gwendalynn is dedicated to building frictionless automation that protects human identity and value by leveraging the laws of geometry.