The seven principles below are the standards the studio upholds within its own practice. Each principle is operationally testable from the public surface of the work. Each is the answer to a specific objection that independent research faces.
Independent science has no institutional gatekeeper. No peer-review committee, no tenure track, no funding council shaping what gets published or asked. The studio chose this position, and chose to hold itself to standards stricter than the institutions it has no relationship with. Credibility without institutional backing is earned paper by paper. The seven principles below are the standards.
These are not aspirations. They are commitments already made, auditable from the public surface of the work. A reader can take any principle and check whether the output matches it. If the output does not match, the principle is wrong. If the principle sets no standard, it is a marketing slogan, not a standard.
Each principle sets the standard for a different part of the work. Decision-making for the choice itself. Rigour for the execution that follows. Independence and transparency for the conditions that keep the execution credible from outside. Originality, curiosity, and courage for what the work reaches toward once those conditions are sound. Remove one, and that part is left without a standard.
The order is chronological. Decision-making leads because every action begins with a decision. The six that follow describe what happens after. How the work is held to a standard, how the standard stays honest, and what the work reaches for once both are.
The seven trace a single piece of studio work from the moment it is chosen to the moment it is read.
Each principle in practice, with the standard it sets.
Rigour is the standard the work has to clear, every time. Every paper passes adversarial peer-review simulation before submission. Every empirical claim is paired with replication material on Zenodo. Every theory paper has a companion empirical paper that tests it. Stricter than the institutional minimum, by necessity.
Independence is the structural condition that makes the work possible. No institutional affiliation. No grant councils. No commercial backers shaping the questions. Conclusions that contradict the established consensus can be published because no external party would block them.
Transparency is what makes the rigour and the independence verifiable from outside. Every paper carries a permanent DOI on Zenodo. Every empirical claim is reproducible. AI tool usage is disclosed in the methodology. The methodology that produces the open research remains proprietary and separately licensable.
Originality is the editorial threshold every paper meets. The studio publishes primary contributions, not commentary or synthesis or extensions of existing frameworks. The three foundational laws emerged from practitioner observation, independently of existing frameworks. The relationship to that literature is convergence at most, not dependency.
Every action begins with a decision. Which substrate to investigate. Which paper to publish. When to extend a claim. When to retract one. Each operating choice the studio makes follows the same multiplicative logic the studio describes in its published work. The logic is practiced, not only published.
Curiosity is the disposition that produces work worth doing. The studio follows questions across disciplinary boundaries, across substrates, into territory where existing frameworks fall silent. The substrate-invariance claim itself came from curiosity. The practitioner observation in financial services alone would not have produced it.
Courage is what the work requires when its conclusions contradict the established consensus. The studio may publish claims that face structural resistance from powerful institutions invested in that consensus. Without courage, independence is marketing, not a standard.
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.
Self-regulated science. Published standards, open methods, full results regardless of what they show.
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.
Tested against nine foundational scholars, three of them Nobel laureates, and across fifteen structural dimensions. Every cell is independently challengeable.
Every dimension independently challengeable.
Most frequently cited as predecessors.
Among the nine scholars tested.
Confirmed across all nine scholars.
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.
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.