The Framework
Most people pick up bits and pieces of how they learn through years of trial and error. The 14 cognitive dimensions ResonAIte measures map this directly, so every explanation you get is tailored to how your mind actually works. Here is what those dimensions are and what each one means.
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Taylor's cognitive architecture
What a complete cognitive architecture looks like
The 14 dimensions are organized into four categories, each covering a different aspect of how you learn. Together they map the full shape of your cognitive architecture.
How You Process Information
4 dimensions
How You Engage
3 dimensions
What Drives You
3 dimensions
How You Build Understanding
4 dimensions
Category 1 of 4
These dimensions describe how you take in and structure raw information. They shape whether explanations land better as principles or examples, pictures or words, step-by-step sequences or broad overviews.
Abstract / Concrete
Abstract
Abstract learners reach for principles first, looking for the rule that governs how something works. They want to understand the underlying logic before touching any specific case. A formula, a framework, or a general law feels more useful than a worked example.
Concrete
Concrete learners reach for examples first, grounding new ideas in specific instances they can hold in their head. Principles only click once they can see what the principle is actually doing in the real world. The example is not the illustration of the idea, it is the idea.
Visual / Verbal
Visual
Visual learners think in images, diagrams, and spatial relationships. When understanding arrives, it often arrives as a picture or a layout rather than a sentence. They remember concepts by their shape and position, not their wording.
Verbal
Verbal learners think in language, where words and statements carry the logical structure. Understanding a concept means being able to articulate it precisely. The ability to state something clearly in well-formed sentences is how they know they actually understand it.
Sequential / Holistic
Sequential
Sequential learners build understanding step by step, foundation first then layered upward. They want to know step A before they trust step B. Gaps or jumps in a chain of reasoning feel uncomfortable until they are filled in.
Holistic
Holistic learners build understanding from the outside in, seeing the whole shape before trusting any individual part. They want the map before the territory. Individual details are easier to place once the overall structure is already clear.
Surface / Deep
Surface
Surface learners anchor new ideas to things they already know, using analogy as the fastest path in. When something reminds them of something familiar, that connection carries the new concept quickly and efficiently. They are skilled at finding the right hook.
Deep
Deep learners let new ideas restructure their understanding rather than forcing them into existing shapes. They are skeptical of analogies that fit too neatly, preferring to build fresh mental models for genuinely new material rather than retrofitting old ones.
Category 2 of 4
These dimensions describe how you interact with learning itself. They shape whether you need to be actively doing something to make progress, whether other people help or hinder your thinking, and what kind of environment brings out your best.
Active / Reflective
Active
Active learners learn by doing, applying new material to something real before understanding feels complete. Sitting still with theory is uncomfortable. Trying a thing, even imperfectly, is how learning moves forward rather than stalling.
Reflective
Reflective learners learn by sitting with material, turning it over mentally before acting on it. Jumping into application too fast feels like skipping a step. Understanding needs to solidify internally before it becomes useful action.
Social / Solitary
Social
Social learners understand things by talking them through, often discovering what they think mid-conversation. The act of explaining to someone else or arguing it out is how the idea becomes theirs. Silence can feel like stagnation.
Solitary
Solitary learners understand things by sitting with them alone, working through problems privately before sharing conclusions. Outside voices during the thinking process can feel like interference rather than help. Clarity comes from the inside first.
High-Stakes / Low-Stakes
High-Stakes
High-stakes learners learn fastest when something is actually on the line, with real consequences sharpening their focus. Low-stakes practice can feel hollow. Having a real test, deadline, or audience helps them access their best thinking.
Low-Stakes
Low-stakes learners learn best when exploration feels safe, where wrong answers are allowed without consequence. Pressure tends to narrow rather than sharpen their thinking. The freedom to be wrong without it costing anything is what lets them go deep.
Category 3 of 4
These dimensions describe what keeps you moving through hard material. They shape the kinds of rewards that feel meaningful, the kinds of goals that sustain effort over time, and how your mind naturally approaches problems.
Intrinsic / Extrinsic
Intrinsic
Intrinsically driven learners are pulled by the subject itself, where curiosity and fascination get them through hard material. When they find something genuinely interesting, external pressure is almost irrelevant. When they do not, no amount of external pressure is quite enough.
Extrinsic
Extrinsically driven learners are sustained by progress markers, where completion and visible improvement keep them in the game. Tracking progress, hitting milestones, and seeing measurable growth sustain motivation through material that may not be inherently fascinating.
Mastery / Performance
Mastery
Mastery-oriented learners measure themselves against their past self, where getting better than they were is what feels meaningful. Progress is defined by what they did not know or could not do before. Their primary audience for their own improvement is themselves.
Performance
Performance-oriented learners measure themselves against others, where being visibly skilled relative to peers is what feels meaningful. Knowing where they stand in a group matters. Being recognized as capable by an outside audience is a genuine and legitimate motivator.
Convergent / Divergent
Convergent
Convergent thinkers are drawn to problems with a right answer, where the pleasure is in disciplined narrowing-down. They find elegance in arriving at the single correct solution. Open-ended ambiguity is something to resolve rather than something to explore.
Divergent
Divergent thinkers are drawn to problems with many possible answers, where the pleasure is in generating and exploring options. They find richness in multiplying possibilities. Constraints that close off options too early feel premature rather than helpful.
Category 4 of 4
These dimensions describe how you verify and deepen what you know. They shape how you construct mental models, test your grasp of new ideas, and connect new knowledge to what came before.
Causal-chain / Pattern-matching
Causal-chain
Causal-chain learners understand things by tracing why, working through cause and effect from first principles. They want to know not just that something is true but the exact mechanism that makes it true. Understanding feels incomplete without the causal chain.
Pattern-matching
Pattern-matching learners understand things by recognizing shape, grasping ideas through structural similarity to what they already know. When a new concept reminds them of a familiar one, that structural recognition is the understanding arriving. The pattern is the insight.
Counterexample-seeking / Confirmation-seeking
Counterexample-seeking
Counterexample-seekers try to break new understanding by finding edge cases and counter-instances. Their instinct when learning something new is to look immediately for where it fails. Understanding feels provisional until they have tested it against the hardest cases they can construct.
Confirmation-seeking
Confirmation-seekers build confidence in new understanding by finding more examples that fit. Their instinct when learning something new is to look for more places where it works. Understanding deepens through accumulating agreement and coherence, not through stress-testing.
Reductive / Emergent
Reductive
Reductive thinkers understand complexity by finding the core principle underneath the messy surface. Somewhere beneath the apparent complexity is a simpler logic, and the work is to find it. Reduction feels clarifying rather than like oversimplification.
Emergent
Emergent thinkers understand complexity by tracing interactions, where the system's character emerges from how parts relate. The complexity is not hiding a simpler truth -- it is the truth. The interesting question is how simple pieces interact to produce something genuinely complex.
Domain-transfer / Domain-specific
Domain-transfer
Domain-transfer learners notice parallels between fields, finding connections illuminating rather than coincidental. When an idea from one domain maps onto another, that connection is real information. Cross-domain analogy is a legitimate cognitive tool, not a crutch.
Domain-specific
Domain-specific learners treat each field on its own terms, respecting the logic native to each domain. Forcing analogies across fields risks distorting both. Each discipline has developed its own vocabulary and methods for reasons that matter.
The 15-20 minute assessment places you on each of these 14 dimensions, then generates a cognitive operating manual built specifically around your profile. Every explanation ResonAIte produces from that point on is tailored to your architecture.
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