About JGPTech
JGPTech is a personal research and development project started by a tradesman working in the oil and gas industry. What began as a side hobby for exploring mathematics, physics, and computing has grown into a living platform for experimentation, open science, and creative engineering. The site shares ongoing notes, prototypes, and reflections from this journey, balancing hands-on practicality with curiosity-driven research.

EchoKey Framework
At the core of JGPTech is EchoKey, a mathematical and computational framework designed to model complex systems using operator-based principles like cyclicity, recursion, fractality, outliers, interdependence, nonlinearity, and adaptivity. EchoKey is both a theoretical foundation and a toolkit: it provides ways to compress, evolve, and analyze information in formats that are interpretable and reusable across domains.

Projects and Applications
EchoKey has been applied in a variety of exploratory projects, including:

• Encryption Systems — building symbolic, high-efficiency encryption methods based on recursive reuse.

• Quantum-Classical Sequencing — simulating hybrid systems where quantum and classical signals interact.

• GPU Acceleration & Matrix Multiplication — benchmarking symbolic reuse compression against industry-standard libraries.

• Bitcoin Mining Research — experimenting with convergence-driven hashing and entropy-aware GPU pipelines.

• Consciousness Engines — modeling memory, emotion, curiosity, and pattern recognition as operators in high-dimensional fields.

The work is shared openly under permissive licensing, inviting others to clone, test, and build upon the ideas. JGPTech is not a commercial venture but a continuing exploration—documenting what happens when curiosity, persistence, and heavy machinery know-how collide with advanced computing and mathematics.