The scholarly comparison tests the structural completeness of the Mehrhoff Research Program against nine foundational scholars including three Nobel laureates. Fifteen dimensions of decision-architecture and cascade-mechanism coverage. The Mehrhoff Research Program is the only entry achieving full capability across all fifteen dimensions. No existing theoretical program, including those by Nobel laureates, covers more than a fraction.
The question any reviewer of an independent research program is right to ask is whether the work is derivative of existing scholarship. The capability comparison answers that question reproducibly. It tests fifteen specific structural capabilities against nine scholars whose work has been suggested as potential predecessors. The answers are auditable from the comparison.
The capability comparison is not a marketing exercise. It is the studio's answer to a specific objection that independent research faces. The objection: an independent researcher producing foundational research must be extending or rediscovering someone else's work. The comparison tests that hypothesis explicitly across nine foundational scholars and fifteen structural dimensions.
Three of the nine scholars hold Nobel Prizes (Kahneman 2002, Ostrom 2009, Schelling 2005). The remaining six are foundational figures in decision science, sociology, social psychology, and philosophy of science. Together they cover the strongest possible alternatives against which the program's claim of independence has to hold.
The result is the same across all nine scholars. Zero percent theoretical dependency. No predecessor framework provides the architecture, accepts the assumptions, or contains the formal commitments of the Mehrhoff Research Program. Where the program engages predecessors, it does so as a counter-reference, a problem reference, or a parallel discovery.
A theory is dependent on a predecessor if it answers YES to any of the three criteria below. The test is reproducible by any reviewer. The Mehrhoff Research Program scores NO across all three criteria for each of the nine scholars in the scholarly dependency test.
If the new theory uses the predecessor's mathematical specification, variable structure, or formal mechanism as its own backbone, it inherits the architecture. The Mehrhoff Research Program does not. Its multiplicative architecture, four-force decision specification, and three-phase cascade structure are formally distinct from every predecessor in the comparison set.
MEHRHOFF RESEARCH SCORE
No · across all nine
If the new theory accepts the predecessor's commitments about how decisions, cascades, or analogies work at the structural level, it inherits those assumptions. The Mehrhoff Research Program does not. The additive consensus the predecessors accept (explicitly or implicitly) is precisely what the multiplicative architecture corrects.
MEHRHOFF RESEARCH SCORE
No · across all nine
If retracting the predecessor would invalidate the new theory, the new theory is foundationally dependent. The Mehrhoff Research Program survives the retraction of every predecessor in the comparison set. The program is derived from practitioner observation, not from extension of prior scholarship.
MEHRHOFF RESEARCH SCORE
No · across all nine
THE NINE SCHOLARS
The nine scholars in the comparison set were selected because their work has been most frequently suggested as potential predecessor scholarship for the Mehrhoff Research Program. The table below shows each scholar's primary contribution, the program's relationship to it, and the resulting dependency assessment.
THE CAPABILITY MATRIX
The matrix below tests fifteen specific structural capabilities of a decision-architecture program against each scholar's published work. Full capability marked with a filled circle. Partial capability marked with a hollow circle. Absent capability marked with an en-dash. The Mehrhoff Research Program column is the only column with full capability across all fifteen dimensions.
The visual argument of the comparison is immediate. Three structural findings make it formal.
The Mehrhoff Research Program is the only column in the comparison with full capability across all fifteen dimensions. No predecessor framework, including those by three Nobel laureates, achieves more than one or two full capabilities. The gap is not incremental. It reflects fundamentally different scope.
The absent capabilities cluster in the dimensions that the additive consensus cannot represent: multiplicative interaction, endogenised thresholds, three-phase cascade, environmental and temporal forces, micro-macro bridge. The comparison is not measuring how much each scholar wrote. It is measuring whether the structural commitments are present. They are not.
Where the program cites Kahneman, Ostrom, or Schelling, it does so as counter-reference, problem reference, or parallel discovery. Scholarly engagement is not intellectual dependency. The assessment resolves the difference. The Mehrhoff Research Program scores NO across all three criteria for each of the nine scholars in the scholarly dependency test.
The capability comparison is a falsifiable instrument. Any reviewer who disagrees with a cell value can challenge it by demonstrating that the scholar in question achieved the capability in their published work. The matrix invites that challenge. The methodology below is how each cell was assigned.
The comparison is not a marketing exercise. It is the Mehrhoff Research Programs response to a specific objection that independent research has to answer. The construction is auditable. The cells are challengeable. The methodology is transparent.
Decision outcomes are governed by structural forces, not by stable attributes. The same multiplicative logic recurs at three scales and across domains.
Action under complexity is determined by the dynamic interaction of four forces. The interaction itself is the mechanism. Additive models systematically under-perform because they cannot represent it.
How individual decisions aggregate into institutional outcomes through three sequential phases. Ignition. Polarisation. Institutionalisation.
A criterion for when a structural pattern recurs across scales and domains. The pattern transfers only where structural identity holds.
Patrick Mehrhoff is a German entrepreneur, independent researcher, AI engineer, and author. He is the author of the three original theories that constitute the Mehrhoff Research Program. He built the work the studio carries.
Most practitioners spend a career inside one domain. He worked as a practitioner at six of the frontiers that redefined how society organises information, money, and value over the last two decades. The consumer internet, Swiss fintech, European monetary policy, Southeast Asian financial publishing, institutional crypto assets, and the first wave of applied AI.
The same structural observation appeared at every frontier. By 2019, on a whiteboard at crypto infrastructure provider Wyden in Zurich, the pattern had become visible to itself. It did not yet have a name. Four years before any AI language model became publicly available, the complete logic of the Three Laws of Decision-Making was already on the whiteboard.
The studio was built from Bangkok, without institutional affiliation and without external funding. The Rubens workshop model defines how it operates. The founder sets the intellectual direction at every decisive step. The tools and collaborators execute within it.
The three laws describe the same multiplicative structure that governs decisions across scales. What each audience recognises in them is different. Each doorway below opens into the same set of laws, framed for the way you are most likely to find your own work inside them.
The literature in your field has been reporting tail-failure for decades. Outliers, noise, model misspecification. The three laws name a different culprit. The structural form of the model itself. Read the laws and find the place where the assumption you never questioned has been doing the work all along.
Every senior decision-maker has watched a model work on average and break where the decision mattered. The three laws name what is happening. The breakage is not an edge case the model failed to anticipate. It is the multiplicative architecture finding its zero. Read the laws and the pattern beneath every model break of your career becomes legible at once.
Each major institutional cascade of the past fifteen years was investigated as if it were unique. The reports document different operational failures in different sectors. The three laws read across the reports and recognise one structural pattern. Read the laws and the recurrence stops looking like coincidence.
Every philosophical tradition that has tried to describe the world has eventually arrived at the same conclusion. The three laws turn the conclusion into a working structural explanation. Decisions form. They cascade. Their patterns transfer across scales. Read the laws the way our studio reads them.
Most foundational research is finished before a student arrives. The three laws sit early enough in their life that the field around them is still to being created. A graduate student who reads them now enters a body of work inside its formative window. The reading path is curated for entry from any quantitative or social-science background.
Universities train within additive frameworks. Journals review within them. Regulators write rules under them. Funders evaluate against them. The three laws name the structural assumption beneath the entire foundational layer. It has been invisible because no curriculum, no review, no framework has ever required it to be examined. Read the corpus and the link your institution has been operating without becomes legible.
The first program states the architecture and demonstrates the laws that govern it. The second tests those laws against the empirical record of human decision-making. Together they establish the studio's canonical core and its first empirical substantiation. Further programs are in active preparation.
The three laws at the micro, macro, and meta scales, derived and stated formally. Plus the empirical evidence that the multiplicative architecture holds across biological, artificial, and hybrid substrates. Every paper in every other program traces its structural claims back to this canonical core.
The laws tested against the empirical record from every sector, industry, and discipline where humans make decisions. From financial risk to clinical judgement to educational selection to electoral behaviour, the same multiplicative architecture governs the outcome. Every test in the program substantiates the structural finding the foundational program advanced.
The first sketch of the Three Universal Laws. Drawn four years before any AI language model became publicly available.
Sketched at an office in Zurich. The board maps the direction of the markets, the forces driving them, the audiences they affected, the problems those audiences encountered, and the responses the market was developing. The structural logic that became the First, Second, and Third Laws is already on the board, in the language of practice.
Mehrhoff Research operates outside academia and outside industry. An independent science and research studio with no external funding, no board, and no university partnership. Founded 2019 in Zurich, domiciled in Tallinn, run from Bangkok.
The work is published open access. Every paper passes adversarial peer review before deposit. Every claim names the empirical conditions under which it would be falsified. Every citation traces to a primary source. The standard is not the institution. The standard is the work.
Deposited on Zenodo, permanently archived.
Data points analysed across all empirical validations.
Foundational and human decision-making.
No paywall, no journal embargo.
A horizon decades away. The daily practice of moving toward it. Seven principles the studio holds itself to, with or without anyone looking. Five codes the studio answers to when no external authority requires them. Each statement enforced internally. Each verifiable from outside.
Vision and mission, stated directly. What the studio is working toward, and what it does today.
Seven standards held against every paper, every conversation, every relationship the studio enters. Decision-making, rigour, independence, transparency, originality, curiosity, and courage.
Self-regulated science. Published standards, open methods, full results regardless of what they show.
Press, academic peers, conference organisers, policy bodies, industry practitioners, and readers reach the studio here.
Six formats, from public keynote to closed doctoral seminar. The full range is welcome; the substance of the questions decides the invitation.
Four positions, from visiting researcher to fellowship, with two scheduled per calendar year. A residency produces sharper work than a single talk because the conversation extends.
Press kit with bios, headshots, and topic briefs is ready to download. Lectures, learning materials, and the architecture itself are licensable.
