The Origins of Xenkey
Short essays on meaning systems, AI, and why Xenkey was created.
Why Xenkey Exists
Xenkey was created after repeated attempts to solve everyday business context tasks with traditional RAG fell short. The result is a simpler, clearer, and universal way to build business knowledge that machines can understand without distortion.
From RAG Friction to Meaning Clarity
Traditional pipelines struggled with nuance, scope, and consistency in real-world business contexts. Xenkey compresses meaning into structured, minimal units that remain truthful and composable.
Neurobridge Architecture
A bridge between human experience and AI comprehension that keeps meaning intact and machine-readable.
Articles & Notes
Selected essays on AI, meaning systems, and the origins of Xenkey.
XENKEY — How Business Can Become Understandable for AI in a World of Meanings, Not Banners
The original framing for Xenkey and the shift from marketing to meaning.
Read articleXENKEY: The Architecture of Meaning and How AI Understands It
Explains the structure and mechanics of Xenkey as a meaning architecture.
Read articleXENKEY: The Return of Poets in the Age of Machine Logic
Why nuance and human-level meaning still matters in machine logic.
Read articleXENKEY-h: Redefining Digital Identity with Meaning
The identity layer and how meaning reshapes digital identification.
Read articleXENKEY: The Language of Meaning for Inorganic Intelligence
A clear statement of Xenkey as a language for non-human intelligence.
Read articleXENKEY: The Commercial Communication Data Crisis.
The data crisis in how businesses communicate with AI systems.
Read articleXenlang: The Language of Meaning 2
Extends the language-of-meaning ideas into Xenlang.
Read articleXenlang. Beyond Facts: The Human–AI Struggle for Meaning
Explores the tension between facts and meaning in AI systems.
Read articleXENKEY. From Data to Meaning Maps: How Graphs and Vectors Amplify Xenkeys for AI in Business
Shows how graphs and vectors scale Xenkey for business intelligence.
Read article