01 Challenge the Research

The Institute's theoretical positions are working hypotheses, not settled doctrine. Substantive intellectual challenge, disagreement with the framework, evidence that contradicts the theory, alternative explanations for the phenomena DSE describes, is among the most valuable contributions the Institute receives.

The Institute holds its theoretical claims to the standard of evidence that would be required to elevate them from hypothesis to finding. That standard can only be applied if the claims are subject to intellectual challenge from those with the knowledge and standing to challenge them.

The Institute is particularly interested in challenges that: identify specific theoretical claims that are empirically falsifiable and offer evidence that falsifies them; provide alternative theoretical frameworks that explain the phenomena DSE describes with greater precision or parsimony; or point to domains or contexts in which DSE's constructs do not map onto what is observed.

If you have read the research and have a substantive disagreement, the Institute wants to hear from you.

Challenge A

Theoretical disagreement

Identify a specific theoretical claim in DSE 1.0 that you believe is wrong, imprecise, or insufficiently supported. Provide the grounds for your disagreement. The Institute will engage seriously with substantive theoretical challenge.

Challenge B

Empirical contradiction

Provide evidence from real organisational conditions that contradicts a specific prediction of DSE's laws or axioms. Show that what DSE predicts is not what is observed. This is exactly what the theory needs in order to be tested.

Challenge C

Alternative framework

Propose an alternative theoretical framework that explains the governance phenomena DSE describes with greater precision, parsimony, or empirical support. The Institute is not attached to its theoretical framework. It is attached to accuracy.

02 Contribute Evidence

The Application Phase requires evidence from real organisations under real conditions. If your organisation has encountered the governance problems DSE describes, authority drift, accountability gaps, the Constitutional Gap, or governance failures produced by AI participation in consequential decisions, the Institute wants to hear about it.

Evidence contributions can take several forms. First, structured case study participation: the Institute works with your organisation to map and analyse a specific decision system or governance challenge. This is a research engagement, not a service engagement. Second, documented evidence contribution: you share internal analyses, post-incident reviews, or structured accounts of governance challenges that bear on the questions DSE is investigating. Third, convergence cases: you believe your organisation has independently developed governance practices consistent with DSE principles, without knowledge of the Institute's research. This is precisely the evidence the convergence hypothesis requires.

All evidence contributions are governed by confidentiality agreements appropriate to the sensitivity of the material. The Institute publishes findings, not sources. Where case studies are published with organisational identification, consent is obtained in advance. Where organisations prefer to remain anonymous, that preference is respected absolutely.

Evidence A

Case study partner

Participate in a structured research engagement. The Institute maps and analyses a specific decision system in your organisation. You contribute access and candour. The Institute contributes rigour and independence. Findings are shared with you ahead of publication.

Evidence B

Documented evidence

Contribute internal analyses, governance reviews, or structured accounts of specific governance challenges. Useful if your organisation has investigated authority drift, accountability gaps, or AI governance failures and is prepared to share what it found.

Evidence C

Convergence cases

Your organisation has developed governance practices consistent with DSE principles, independently, before encountering the Institute's research. This is the most valuable evidence the Application Phase can generate. The Institute is actively seeking cases of this kind.

03 Participate in Research

The Institute's research programme creates specific roles for those who want to engage more deeply with the discipline, as practitioners providing structured feedback on applied frameworks, as researchers contributing to specific aspects of the programme, or as case study participants.

Research participation is structured to be useful to both parties. The Institute gains access to the evidence and perspectives it needs to test and refine its theoretical claims. Participants gain early exposure to the Institute's applied frameworks, structured engagement with the governance questions their organisations are facing, and the knowledge that their experience is contributing to a discipline that may eventually reshape how those questions are answered.

Those interested in participating should have substantive engagement with the governance questions DSE addresses, either as practitioners dealing with the challenges in their organisations, or as researchers working on adjacent questions.

Role A

Applied framework review

Senior practitioners with governance responsibilities reviewing the Institute's applied frameworks for practical adequacy. Do the frameworks describe what is actually observed in organisations? Where do they fail to capture the complexity of real governance conditions?

Role B

Research collaboration

Researchers working on adjacent questions in organisation theory, governance, AI ethics, or decision science engaging with the Institute on shared research questions. This is intellectual exchange, not data sharing. The Institute is interested in perspectives that challenge its assumptions.

Role C

Visiting fellows

Established researchers or senior practitioners spending time with the Institute in a formal visiting capacity. Visiting fellows contribute to the research programme and challenge the Institute's theoretical framework from their particular vantage point. Details of the visiting fellowship programme will be published in 2027.

04 Open a Dialogue

Not every contribution to the research programme takes a formal shape. The Institute welcomes substantive correspondence from those who have encountered the governance problems it studies, whether or not they are prepared to engage in a structured research partnership.

Substantive correspondence is correspondence that engages with the Institute's research on its own terms. It does not have to be formal. It does not have to be extensive. But it should be about something real: a governance challenge you have faced, a theoretical disagreement you have, an observation about the application of DSE's constructs in your own context, or a question the research raises that you cannot answer from the published material.

The Institute reads all correspondence and responds to what is substantive. Write clearly about something real: a governance challenge, a theoretical disagreement, an observation from your own context, or a question the research raises.

The discipline is still being written. The theoretical framework is a working hypothesis. The Institute is interested in those whose experience confirms it, challenges it, or reveals dimensions of it the research has not yet addressed.

Write to the Institute at:

institute@conclusa.ai