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.
Zhao et al., 2026, Nature Communications — Network Science
Patterns: Distinctions, Systems, Relationships
Network resilience emerges from the coupled relationship between attacker and defender rather than from network topology alone. Optimal strategies depend on distinguishing structural boundaries and on the organization of the network as a whole, independently instantiating Relationship, Distinction, and System.
Using repeated game-theoretic models validated on both synthetic and real-world networks, the authors found attackers dominate heterogeneous networks, defenders dominate homogeneous networks, and optimal attack strategies converge on the network's percolation threshold.
The rapid evolution of communication technologies and the Internet of Things has enhanced system interconnectivity, allowing localized disruptions to cascade into failures. Many such breakdowns are not purely accidental but emerge from intentional countermeasures that influence one another during disruptions. Capturing this interplay requires a framework describing how strategic behaviors coevolve and collectively determine the resilience of complex networks. Here we develop a game-theoretic framework that captures the coevolution of attacks and defenses through repeated interactions on a networked system. Attackers and defenders update strategies based on past outcomes, generating adaptive dynamics that link network structure with strategic behavior. We examine strategic unilateral control of payoffs and uncover a heterogeneity-dependent asymmetry: attackers dominate on heterogeneous networks, whereas defenders prevail on homogeneous ones. Remarkably, optimal attacker strategies converge on the network’s percolation threshold, as confirmed across synthetic and empirical networks. Our results reveal how topology governs strategic coevolution and emergent resilience. Network resilience is shaped by how attacks and defenses adapt to one another during disruptions. Here, authors develop a game-theoretic framework showing how network topology governs this coevolution and the resulting robustness or fragility.
These researchers were not testing DSRP. The finding is theirs; the correspondence to DSRP is drawn by this site.