The Universal & Atomic Elements of Organization
A falsifiable scientific theory proposing that the same irreducible structures organize both thought and reality — from the quantum to the social scale.
O-Theory proposes that four irreducible structures — Distinctions, Systems, Relationships and Perspectives (DSRP) — form the universal grammar of organization. Rather than being merely useful ways of thinking, these structures are hypothesized to be the atomic elements from which every organized phenomenon emerges, whether in cognition, biology, physics, mathematics, society, or the cosmos.
| D | S | R | P |
| Distinctions | Systems | Relationships | Perspectives |
| Identity ↔ Other | Part ↔ Whole | Action ↔ Reaction | Point ↔ View |
| D := (i ↔ o) | S := (p ↔ w) | R := (a ↔ r) | P := (ṗ ↔ v) |
This is a living scientific evidence compendium: an open, continually evolving collection of independent empirical research, formal theory, mathematical proofs, cross-disciplinary analyses, applications, critiques, and proposed falsifications. Every entry is included because it supports, refines, challenges, or attempts to falsify the theory.
Scientific theories are strengthened not only by evidence that confirms their predictions, but also by surviving attempts to falsify them. This compendium brings both together: independent evidence from researchers who were not testing DSRP and proposed counterexamples evaluated against the formal theory.
One counterexample is enough to falsify O-Theory. Until then, the question remains: do the same four structures organize everything from quantum systems to human thought?
Independent convergence is one of the strongest forms of scientific evidence because researchers arrive at the same conclusion while investigating different questions for different reasons.
The number is not the point. Researchers in different fields, studying different questions with different methods, repeatedly arrived at the same structural predictions—almost always without testing DSRP or using its language.
Try a different term or clear the filters.
This compendium began as the peer-reviewed literature review “A Literature Review of the Universal and Atomic Elements of Complex Cognition,” published in the Journal of Systems Thinking with 109 studies. That paper is the peer-reviewed foundation. What you see here is its living, continuously updated version . New studies are checked before they are added, and the collection now holds and keeps growing. Open any card to see what the researchers found, why it bears on DSRP, and where the original review discusses it, the fuller account.
The collection is updated continuously, so the citation carries the date you consulted it rather than a study count — the count changes weekly, and putting it in the reference would make the same collection look like a different work to everyone who cites it. To cite a single claim or study, use its own address: every one has a permanent link.
This is the adversarial half of the compendium. Where the evidence track asks what converges on DSRP, this one asks what would end it: a single organized phenomenon whose structure needs a fifth pattern, a ninth element, or a fifth structural dynamic. It holds written up from candidates across territories, and resolutions — the general answers those cases settle against. Every case is published whether it held or failed, including the ones still open.
Cite this rather than the evidence collection when the point is what survived attack. The two are separate works with separate addresses: one asks what converges on the theory, the other asks what would end it, and a reference to the first does not support a claim about the second. Case and resolution numbers change when the record is revised, so cite a case by its own permanent link rather than by number.
This collection is meant to keep growing. Send us a study, paper, book or critique that bears on DSRP, whether it supports the theory or cuts against it, and we will read it and decide whether it belongs.
Training mental fitness for adapting to real-world complexity
Authors Cabrera, D., & Cabrera, L.
Year 2026
Publisher Journal of Systems Thinking
Kind of work article
Read it at the publisher 10.54120/jost.v26i1.dc6iqtq6
Zoo training doesn’t prepare you for the jungle. TQ (Thinking Quotient) measures the trainable capacity to organize information using universal structure ( )—and to detect and correct predictable structural errors in that organization—making it a direct instrument for “jungle-smart” adaptivity rather than “zoo-smart” (g/IQ) test performance. Jungle-smart refers to real-world adaptivity under changing, embodied constraints. IQ is commonly treated as a synonym for the -factor. While is a powerful statistical summary of performance across narrow analytic ability tests, it is routinely overstated as “general intelligence”—as if being general across tests implied being general across real life. Intelligence in the wild is adaptivity: the capacity to remain aligned with situational reality as reality changes. This paper reframes real-world intelligence as movement toward model–world alignment over time (the Love–Reality Loop limit, ) and shifts the primary measurement handle from Zoo IQ to Jungle IQ: from IQ to TQ, a psychometric instrument of organizing capability ( ) and metacognitive control of organization (the ability to detect and correct predictable structural error, including Pareto allocation bias). This is a theory-and-instrument paper: it specifies a mechanistic model, defines measurable targets, and outlines an extensible measurement interface. It does not claim to settle the full empirical program in a single manuscript or to replace all existing psychometrics; it claims that intelligence in the wild requires measurement of organization plus constraint and debt dynamics, and that TQ provides an existing, testable handle on the organization term. Grounded in O-theory, we formalize mental models and reality as and , implying that performance depends multiplicatively on information ( ) and organization ( ). This makes trainability explicit: while baseline traits may vary, organization is trainable; therefore real-world adaptivity is substantially trainable. We define Mental Fitness as the coupled capacity to (1) increase and regulate organizational control via TQ-indexed metacognition (de-biasing structural error) and (2) manage and/or regulate Emotional, Motivational, and Physical constraints (EMP) so that organizational capacity is expressed as effective organization in the moment. We retain a conservative weakest-link logic for realized adaptivity (limiter behavior) while distinguishing organizational capacity from its state-constrained expression. To capture delayed consequences of lopsided optimization, we define Cross-Domain Debt as accumulating unmodeled costs (otherizing) and introduce a bounded leading indicator (Sustainability) that combines current state and trajectory to surface collapse risk before it appears in outcomes (“we looked fine until we didn’t”). Operationally, debt is detected when costs are repeatedly pushed into “other” categories of the model—left untracked, deferred, or externalized—until they return as binding constraints (e.g., skipped recovery becoming injury; suppressed conflict becoming rupture; chronic override becoming burnout). In measurement terms, debt is any persistent, time-accumulating deficit signal in a domain that is being systematically under-modeled relative to what reality enforces. Finally, we specify a measurement interface that treats TQ as the primary instrument for -capability and metacognitive error-correction, complemented by admissible mixed panels indexing EMP (emotional, motivational, physical) constraints and debt dynamics, positioning operationalization as an ongoing empirical program. We conclude that remains useful for predicting Zoo-smart analytic performance, but Jungle-smart adaptive intelligence is more parsimoniously modeled—and more directly measurable and trainable—via TQ-indexed organization plus constraint and debt dynamics that govern adaptivity in the wild. This paper’s claim is deliberately bounded: it does not reject within its testing scope; it argu
Patterns it shows D, S, R
How to cite this Cabrera, D., & Cabrera, L. (2026). From zoo smart to jungle-smart: Training mental fitness for adapting to real-world complexity. Journal of Systems Thinking.