Axon Architect
A human-centered design practice focused on reducing cognitive friction in digital environments. It blends public health, technology, and AI to create systems that support clear, sustainable thinking.
The working vocabulary behind Axon Architect, Calibration Studio, the Cognitive Friction Quick Check, Transformer Protocol™, MyND Print, and MyND Ease. Human-centered system design, defined in plain language.
Developed by Kimberly McPherson, MPH
A human-centered design practice focused on reducing cognitive friction in digital environments. It blends public health, technology, and AI to create systems that support clear, sustainable thinking.
A secure, user-facing environment where individuals interact with their results, insights, and personalized artifacts. It serves as the operational hub for reflection, tracking, and progression.
When your body and mind are calm, difficult things feel easier to learn.
The practice of designing tools, systems, and environments that align with how the human brain naturally processes information, reducing strain and improving clarity.
The mental effort required to navigate unclear, inefficient, or poorly designed systems.
A short assessment that measures friction in a user’s digital and work environment, producing a score and insight tier.
The total amount of mental effort required to process information, make decisions, and complete tasks.
The practice of reducing mental load by externalizing thinking into tools, systems, or environments, such as notes, workflows, or AI support.
The mental shift required when moving between tasks, tools, or topics, often increasing cognitive load and reducing efficiency.
The process of moving through tools, systems, and information spaces to locate what is needed and complete tasks.
Tools, structures, or systems that assist with planning, organization, prioritization, and task completion.
The concept that thinking is not limited to the brain alone, but is expanded through interaction with tools, environments, and external systems.
Interruptions break your flow. Getting back into it takes time and effort.
A systems-based framework that evaluates how much cognitive and emotional load a person carries relative to the support provided by their environment.
Invisible cognitive load created by system inefficiencies, including context switching, unclear instructions, rework, confusion, and tool fragmentation.
A framework describing how work moves between humans and systems: Lift & Carry, Drag, Wheels, and System Carries.
A human-centered approach to system design focused on making thinking feel calm, clear, and sustainable rather than fast or overwhelming.
The output of the Transformer Protocol. A portable universal lens designed for AI best-fit performance, giving users a structured way to interact with AI tools that aligns with how they naturally think and work. MyND Ease is not a prompt template. It is a cognitive instrument — the result of a structured process that prepares the human to collaborate with AI at their clearest signal.
A personalized report generated from the CQC that provides insights, friction patterns, and suggested next steps based on role and score.
Structured thinking that can be carried across tools, platforms, and environments without losing clarity or intent.
The initial user-facing page displaying CQC score, friction tier, and insight summary within Calibration Studio.
Cognitive or workflow strain that occurs when system design does not align with a user’s role, responsibilities, or level of access.
Meaningful information that reflects real patterns in behavior, systems, or environments.
A state where well-designed systems absorb cognitive load so the user can focus on direction rather than execution.
Intentional structures within tools or workflows that reduce cognitive load and help users complete tasks more easily and accurately.
A structured system that converts user input, or “shards,” into meaningful artifacts that reflect patterns, insights, and alignment.
A lightweight version of Transformer Protocol focused on identifying system inefficiencies and ROI leaks within digital environments.
A consistent way of interpreting and interacting with systems, allowing users to maintain clarity and agency across different environments.
Breakdowns or inefficiencies within processes that increase time, effort, or confusion.