J.Konstapel Leiden,1 april 2026.
Born into Your Failures: Expectation Failure as Fractal Karma in the SWARP Model
An Essay on the Structural Determinism of Personal and Collective Learning
Every professional who works with human development—whether as a coach, organizational change consultant, or educator—confronts a singular paradox: competent, intelligent individuals and groups consistently repeat the same failures. A project manager repeatedly underestimates systemic resistance; a brilliant innovator cycles through visionary launches and structural collapses; a community finds itself trapped in the same political impasse decade after decade. Classical psychology labels this a “repetition compulsion,” while Eastern philosophy names it “karma.” Both terms describe the phenomenon, but neither provides a generative account of why the pattern is unique to the individual, why it persists across contexts, or how it might be resolved.
The SWARP (Self-Similar Waveform Adaptation and Recurrence Protocol) model, as articulated by Konstapel (2026), offers precisely such an account. Moving beyond metaphor and clinical observation, it presents a deterministic, algebraically derived framework that links an individual’s fixed bio-energetic configuration at birth to a characteristic, lifelong pattern of expectation failures. This essay distills the core argument of that model: that what we call karma is, in structural terms, the self-similar recurrence of a specific learning failure mode, encoded in a quaternion coordinate derived from the Human Design chart, and that an individual’s optimal vocation is not a path that avoids failure, but the one that places them in the most productive relationship with it.
The Fractal Architecture of Reality and Cognition
The model’s foundation rests on a hierarchical ontology: the Fundamental Fractal (Konstapel, 2025). This principle posits that a single, self-similar ordering principle generates reality across 19 layers, from the quantum vacuum to planetary consciousness. The implication for human cognition is that our ways of thinking and acting are not arbitrary but are localized manifestations of this universal fractal pattern.
This pattern projects directly onto the cognitive domain via McWhinney’s (1997) Paths of Change (PoC), which identifies four irreducible worldviews—Unitary (Blue), Sensory (Red), Social (Green), and Mythic (Yellow)—as the fundamental orientations from which all human thought and change emerge. In the SWARP model, these four elements are formalized as a normalized unit quaternion:
[
\mathbf{q}{\mathrm{PoC}} = w_B\cdot \mathbf{1} + w_R\cdot \mathbf{i} + w_G\cdot \mathbf{j} + w_Y\cdot \mathbf{k},\quad |\mathbf{q}{\mathrm{PoC}}| = 1
]
Critically, these four worldviews map directly onto the four sub-processes of Schank’s (1982) Case-Based Reasoning (CBR) cycle, the universal mechanism of human learning. The dominant component of an individual’s PoC quaternion, therefore, dictates their primary learning vulnerability—the precise point in the CBR cycle where their mental “scripts” are most likely to fail.
The Birth-Fixed Coordinate: From Human Design to Quaternion
The model gains its individual specificity from Human Design (HD), a system that generates a detailed bio-energetic chart from an individual’s exact birth data. The SWARP model treats this chart not as a personality profile but as a set of structural components that define an individual’s permanent “address” within the Fundamental Fractal. Each component—the HD Type, Profile, defined Centers, active Channels, and Incarnation Cross—is assigned a weight and transformed into a quaternion contribution.
The result is a unit quaternion, (\mathbf{q}_{\mathrm{PoC}}), that is fixed at birth and immutable throughout life. This quaternion is the mathematical representation of the individual’s inherent cognitive structure. Its largest component determines their dominant failure mode. For instance, a person with a dominant Blue component will systematically fail by adhering to outdated scripts too long, resulting in systemic or institutional breakdowns. A person with a dominant Yellow component will experience failure as a repeated inability to revise their core narrative, leading to cycles of inspired action followed by unforeseen collapse.
This failure topology is further refined by the HD Type, which constrains the domain of failure (e.g., a Generator fails in the realm of work and sustained effort; a Projector in the realm of recognition and guidance), and the HD Profile, which dictates the narrative form of that failure (e.g., as a foundation crisis, a trial-and-error experiment, or a public archetypal challenge).
Karma as Deterministic Fractal Recurrence
With this structure in place, the model redefines karma with mathematical precision. Karma is not a metaphysical burden but the deterministic recurrence of the dominant expectation failure mode encoded in the birth-time PoC quaternion. The recurrence is not a psychological compulsion but a consequence of the fractal structure: because the same quaternion pattern repeats at every scale of organization, the same failure type will manifest self-similarly across an individual’s life.
This is the fractal nature of learning. The same structural failure will appear—in different material guises—at the level of personal development, team dynamics, organizational change, community governance, and even democratic process (Konstapel, 2026b). A leader with a dominant Green (Social) failure mode will not only struggle with relational dynamics in their personal life but will also find their organization repeatedly failing to retrieve and apply relevant “prior cases” from its own history, and will witness the same political stalemates in the broader society.
Resolution, therefore, is not about avoiding these failures but about completing the CBR cycle correctly. In Human Design, this mechanism for correct action is called Strategy and Authority—the individual’s unique decision-making process. In Schank’s terms, Strategy and Authority are the access path that allows the individual to register the failure, retrieve the relevant prior case, and revise their script. When a Generator follows their sacral response, they move through the learning cycle. When they ignore it, the same failure recurs because the underlying script remains unchanged. Karma, in this view, is resolved not by avoiding one’s destiny, but by engaging with it correctly.
From Karma to Vocation
Perhaps the most pragmatic implication of the model is its direct link to vocation. The PoC quaternion projects via a fixed matrix M onto Holland’s (1997) six-dimensional RIASEC (Realistic, Investigative, Artistic, Social, Enterprising, Conventional) vocational interest space:
[
\mathbf{v}_{\mathrm{RIASEC}} = M\cdot [w_B,w_R,w_G,w_Y]^{\top}
]
This resulting vector is then matched against the occupational interest profiles in the O*NET database (Peterson et al., 2001) to generate a ranked list of optimal career paths. The profound insight here is that vocation and karma are two sides of the same quaternion coordinate. An individual’s optimal occupation is not the one that minimizes failure, but the one that generates the correct sequence of failures necessary for their learning cycle to complete. For a dominant Red (Sensory) individual, the right work will be in a field where physical, financial, or somatic feedback is immediate and unavoidable. For a dominant Blue (Unitary) individual, the right work will be in an environment where maintaining institutional integrity is the central challenge.
Conclusion: A Deterministic System for Human Development
The SWARP model stands as a unique contribution to the fields of cognitive science, organizational development, and career theory. Its central claim is that an individual’s pattern of recurring failure—their karma—and their optimal vocational direction are not separate data points to be discovered through trial and error, but are two expressions of the same immutable, birth-fixed coordinate within a fractal reality. The model’s power lies in its deductive structure: it provides a fully algebraic derivation from first principles (the Fundamental Fractal) to practical outputs (a failure topology and a RIASEC profile).
For the intellectual and professional community, the implications are significant. If the model holds, it suggests that coaching, organizational change management, and even democratic governance could be radically more effective by shifting from a reactive stance—treating failure as an unexpected obstacle—to a proactive one that anticipates the specific learning topology of the individuals and collectives involved. The SWARP platform operationalizes this, providing a system where one’s vocational trajectory and learning journey are not paths to a failure-free existence, but a guided progression through the specific failures one is born to resolve.
Annotated Reference List
Holland, J. L. (1997). Making vocational choices: A theory of vocational personalities and work environments (3rd ed.). Psychological Assessment Resources.
Annotation: Holland’s theory provides the six-dimensional RIASEC typology (Realistic, Investigative, Artistic, Social, Enterprising, Conventional) used in the SWARP model as the standard language for vocational interests. The model uses this established framework to translate the individual’s abstract quaternion coordinate into concrete, real-world occupational categories, ensuring its outputs are grounded in decades of vocational psychology research.
Konstapel, H. (2025). The Fundamental Fractal – Part 1. constable.blog.
Annotation: This foundational work establishes the overarching ontological framework for the SWARP model. It posits a 19-layer, self-similar fractal structure that generates reality from the quantum vacuum to planetary consciousness. The concept is critical as it provides the first-principles justification for why the same failure patterns should recur across all scales of human organization, from the individual to the democratic.
Konstapel, H. (2026a). SWARP: Hoe mensen écht leren – een revolutionair Case-Based Learning systeem. constable.blog.
Annotation: This article details the SWARP architecture as a practical implementation of the theory. It explains how the platform operationalizes the Case-Based Reasoning (CBR) cycle and the PoC quaternion to guide individual and collective learning. It serves as the practical counterpart to the theoretical model, showing how the deterministic algebra translates into a user-facing learning system.
Konstapel, H. (2026b). Political Expectation Failure Theory: A new lens on democracy. constable.blog.
Annotation: This work extends the fractal failure model to the macro-political scale. It introduces Political Expectation Failure Theory (PEFT), which describes how political actors exploit expectation failures to interrupt the collective CBR cycle. This demonstrates the fractal principle in action, showing how the same structural failure pattern that governs individual learning also manifests as systemic non-learning in democratic societies.
McWhinney, W. (1997). Paths of change: Strategic choices for organizations and society. Sage.
Annotation: McWhinney’s book provides the four-worldview typology (Unitary, Sensory, Social, Mythic) that forms the cognitive basis of the PoC quaternion. The SWARP model adopts this framework not as a simple typology but as a mathematical basis, treating these worldviews as the irreducible components of human cognition that correspond to the four quadrants of the Fundamental Fractal.
Peterson, N. G., Mumford, M. D., Borman, W. C., Jeanneret, P. R., Fleishman, E. A., Levin, K. Y., & Dye, D. M. (2001). Understanding work using the Occupational Information Network (O*NET). Personnel Psychology, 54(2), 451-492.
Annotation: This paper describes the O*NET database, the U.S. Department of Labor’s comprehensive system for occupational classification. In the SWARP model, O*NET provides the empirical target for the vocational projection. The individual’s RIASEC vector, derived from their PoC quaternion, is cosine-matched against O*NET’s occupational interest profiles to generate a ranked list of career recommendations, linking the abstract model to tangible career paths.
Ra Uru Hu. (1992). The human design system. Jovian Archive.
Annotation: This is the primary source text for the Human Design system. The SWARP model uses the structural components of the HD chart—Type, Profile, defined Centers, Channels, and Incarnation Cross—as the raw input data. The model treats these components not as esoteric concepts but as a fixed bio-energetic coordinate system that provides the specific weights and vectors needed to construct the individual’s immutable PoC quaternion.
Schank, R. C. (1982). Dynamic memory: A theory of reminding and learning in computers and people. Cambridge University Press.
Annotation: Schank’s work on Dynamic Memory and Case-Based Reasoning (CBR) provides the cognitive science backbone for the learning cycle in the SWARP model. The concept that learning occurs through a cycle of expectation, failure, and script revision, driven by the retrieval of prior cases, is the mechanism through which the “karma” of the PoC quaternion is resolved. The SWARP model effectively maps the four PoC worldviews directly onto the four sub-processes of Schank’s CBR cycle.