By Matt Stone

Legitimate authority depends partly on time. When AI systems shrink the window to see, challenge, and correct a decision before harm becomes hard to undo, institutions become both harder to trust and harder to contest.

Chapter 1. AI and the Problem of Corrective Timing

1.1 Project Overview and Central Claim

          This project asks how societies produce believable authority under conditions of uncertainty, and what happens when the temporal architecture that once stabilized judgment is reorganized by automation. Its central claim is structural rather than moral. Social stability has depended not only on rules, consensus, or truth claims, but also on corrective timing, the interval between interpretation and consequence in which institutional revision remains possible.

          Artificial intelligence systems in high-stakes institutional settings should therefore be understood not simply as tools for information processing, but as mediation regimes that increasingly generate classifications, rank relevance, assign risk, and trigger consequences inside infrastructures optimized for speed and scale. When visibility weakens, contestability narrows, and latency disappears, legitimacy becomes brittle. The question is not whether AI can judge. The question is whether institutions can still correct.[1]

1.2 Scope of the Argument

           It is not about all artificial intelligence, nor about consciousness, artificial general intelligence, or speculative future scenarios. It is also not primarily a technical audit of model accuracy. The project is limited to high-stakes institutional decision systems in which automated interpretation affects punishment, exclusion, eligibility, or access to material opportunity.

           The central concern is therefore not automation in the abstract, but the temporal conditions under which institutional authority remains visible, contestable, and revisable before harm becomes difficult to undo. The argument is narrower than broad claims about technological domination. It is concerned with a patterned shift in institutional time under current deployment conditions.

1.3 Contribution to Religious Studies

            Religious studies are foundational to examining how judgment is mediated, staged, and made credible under conditions of uncertainty, a problem long central to the study of religion. What matters for religious studies is not AI as a technical object, but AI as a mediated form of judgment operating within institutions that classify, rank, and authorize consequences. These systems increasingly assign risk and trigger consequences inside infrastructures optimized for speed and scale. Talal Asad's work on formation and discipline and Birgit Meyer's work on mediation and sensational forms clarify that authority is not merely asserted or transmitted. It is produced through historical forms that render judgment believable and binding.[2]

            Automated governance matters to religious studies not because AI replaces religion, but because it transforms the infrastructural conditions through which authority is experienced, contested, and obeyed. The study is about religion because religion has long been foundational to how judgment is made credible, how consequences are paced, and how systems of authority preserve the possibility of repair.[3]

1.4 Relation to Adjacent Literatures

            This dissertation is in conversation with AI ethics, science and technology studies, sociology of organizations, legal scholarship on due process, and political theory, but it is not reducible to any one of them. AI ethics often centers fairness, bias, accountability, and transparency. STS examines sociotechnical systems, classification, and infrastructure. Legal scholarship focuses on procedural protection and administrative review. Political theory asks how authority secures obedience and trust.

           It draws from those fields while developing a temporal theory of mediated legitimacy rooted in religious studies. Louise Amoore's work on algorithmic perception, Antoinette Rouvroy and Thomas Berns's work on algorithmic governmentality, Ruha Benjamin's critique of technological neutrality, and Virginia Eubanks's analysis of automated administrative harm all help establish the stakes of this argument. Its contribution is to show that the time available for visibility, contestation, and revision is itself a condition of legitimate authority.[4]

1.5 Corrective Timing as Analytic Framework

            Corrective timing is the institutionally structured interval between interpretive judgment and materially consequential enforcement, during which revision remains meaningfully possible. It is not identical to fairness, accuracy, or due process, though due process is one historically important institutional form through which corrective timing has been protected. A system may produce accurate classifications and still be illegitimate if it denies meaningful opportunities for review before material harm occurs.

            The interval in which institutions can still revise their own judgments depends on three structural conditions. First, visibility: the grounds of judgment must be legible and attributable to identifiable authority. Second, contestability: meaningful pathways must exist for affected persons to challenge interpretation before enforcement becomes effectively irreversible. And third, latency: sufficient delay must separate judgment from consequence to permit review, deliberation, and intervention.[5]

1.6 Method and Chapter Overview

            Methodologically, the project is qualitative and interpretive. It combines conceptual analysis, historical genealogy, and contemporary institutional case interpretation. The conceptual component develops corrective timing as a framework for analyzing legitimacy. The genealogical component identifies recurring structures that keep judgment open to correction. The final component demonstrates how those structures persist, weaken, or collapse under algorithmic governance. Chapter 2 argues that mediation is central to legitimacy and shows why religious studies provides a necessary framework for understanding AI, authority, and judgment.

Chapter 2. Mediation, Legitimacy, and the Religious Study of Authority

2.1 Why Mediation Matters

            Authority rarely appears in unmediated form. It arrives through institutions, symbols, procedures, narratives, and material arrangements that make power recognizable and actionable. Mediation is therefore not a neutral channel through which already-formed authority simply passes. It helps constitute authority itself. It shapes what counts as evidence, who may speak, how judgment is rendered credible, and what forms of resistance remain imaginable.

            Birgit Meyer has argued that mediation is intrinsic to religious life because authority becomes experientially real through forms that bind subjects aesthetically, materially, and socially. That insight matters for this dissertation because AI-mediated systems likewise do not simply communicate judgment. They help produce the conditions under which judgment appears objective, actionable, and worthy of deference.[6]

2.2 Authority, Judgment, and Institutional Trust

            Authority becomes durable when subjects experience judgment as more than brute force. Even coercive institutions seek forms that make their power appear warranted. They do this through procedures, narratives of fairness, authorized interpreters, ritualized sequences, and opportunities for response. These features do not guarantee justice, but they help explain why institutions can secure compliance without constant physical compulsion.

            Judgment is central here because institutional authority is always interpretive. Someone or something must decide what a case means, what category applies, what sort of person stands before the institution, and what follows from that classification. Trust enters because subjects rarely verify the grounds of institutional judgment for themselves. They rely on delegated systems of credibility.

2.3 Religious Studies and the Management of Uncertainty

            Religious studies offers a powerful lens for this problem because religious traditions have long organized the management of uncertainty. They have addressed questions of hidden causality, moral ambiguity, interpretation, guilt, discipline, ritual sequence, and deferred consequence. Religious communities have repeatedly confronted the problem of how judgment becomes socially believable when its grounds are not fully transparent to ordinary actors.

            Asad's account of discipline and formation makes clear that authority should be studied through the concrete forms by which subjects are shaped into recognizable relations of obedience and critique. Religious studies therefore contributes more than analogy. It contributes a robust account of how institutions render judgment credible when certainty is unavailable.

2.4 Ritual, Interpretation, and Sequenced Consequence

            One of the most important insights religious studies offers is that authority is often staged through sequence. Rituals do not simply express belief. They order time. They organize who speaks, when judgment is declared, how one responds, and what forms of correction remain possible. Confession precedes absolution. Accusation may precede penance. Waiting, discernment, purification, testimony, and repetition all structure the relation between interpretation and consequence.

            This sequencing matters because it mediates how judgment is lived. A person subject to institutional scrutiny does not only ask whether a decision is right. They ask whether it arrived through recognizable forms, whether there was a chance to respond, and whether the process unfolded in a way that preserved some intelligible relation between self, institution, and consequence.

2.5 Distinguishing This Project from Adjacent Fields

            From AI ethics, the dissertation takes seriously questions of bias, fairness, and accountability. From STS, it takes the insight that technologies are socially embedded and institutionally enacted. From legal scholarship, it takes the importance of procedure, review, and due process. From economic sociology, especially Marion Fourcade's work on ordinalization, it takes the importance of ranking, scoring, and reputational abstraction in modern life.[7]

            What this dissertation adds is a temporal theory of mediated legitimacy rooted in religious studies. It argues that visibility, contestability, and latency are not merely administrative variables. They are conditions under which authority can still appear correctable. That is the project's distinctive intervention.

2.6 Conclusion

            Mediation is the infrastructure of legitimacy. Institutions do not simply possess authority and then communicate it. They produce authority through forms that render judgment credible, structured, and revisable. Religious studies has long been concerned with these forms because religion has always operated on terrain where hidden causality, delegated interpretation, and sequenced consequence matter.

            To study AI through this lens is not to force a religious vocabulary onto a technical problem. It is to recognize that AI increasingly participates in the mediation of authority. The next chapter turns to the historical formations through which corrective timing has long helped institutions secure legitimacy.

Chapter 3. A Genealogy of Corrective Timing

3.1 Why a Genealogy

            A genealogy of corrective timing does not seek a single origin for legitimate authority, nor does it assume a smooth progression from primitive coercion to modern fairness. Its purpose is narrower. It traces recurring efforts to structure the interval between judgment and consequence in ways that make authority socially durable. Across religious, legal, bureaucratic, and economic settings, institutions have repeatedly confronted the same practical problem: how can power render judgment in ways subjects recognize as binding rather than purely arbitrary? One recurring answer has been to structure time itself.

            This approach is indebted to Asad's insistence that authority should be studied as historically formed through disciplines, sensibilities, and institutional arrangements, and to Meyer's argument that mediation is constitutive of authority rather than merely a channel for it. Read together, they suggest that the temporal form of judgment is not incidental. It is part of how authority becomes recognizable, inhabitable, and socially effective.

3.2 Ecclesial Judgment, Confession, and Penance

            Ecclesial institutions offer an early and powerful example of mediated judgment structured through sequence. In penitential systems, sin was not treated only as an immediate moral fact followed by instantaneous consequence. It was interpreted, confessed, examined, disciplined, and often addressed through staged acts of penance and reconciliation. Henry Charles Lea's history of penance, despite its age, remains useful for showing how ecclesial discipline often unfolded through recognizable procedures rather than pure expulsion.[8]

            Confession made conduct narratable. Penance turned consequence into process. Reconciliation staged return rather than mere exclusion. Even where these practices were coercive, they still preserved a visible relation between judgment and consequence. The subject did not simply confront punishment as opaque fate. They confronted an institutional sequence in which acknowledgment, mediation, and correction had recognizable form.

3.3 Protestant Discipline and Moral Interiorization

            The Reformation did not abolish mediated judgment. It transformed its location and style. Max Weber's account of Protestant asceticism remains useful because it shows how discipline migrated inward, becoming tied to self-scrutiny, vocation, and the ongoing demonstration of seriousness and restraint. The decisive change was not the disappearance of corrective timing, but its reorganization.[9]

            In Protestant formations, the interval between judgment and consequence became increasingly internalized, carried through conscience, communal scrutiny, and disciplined life. What persists is the refusal to collapse interpretation instantly into final consequence. Delay remains, but it becomes moralized and internal.

3.4 Legal Procedure, Due Process, and Appeal

            In legal institutions, corrective timing becomes more formalized and explicit. Procedure structures judgment through notice, hearing, evidence, representation, deliberation, and appeal. These forms do not eliminate coercion, but legal legitimacy has long depended on the idea that sanction should not simply descend as command. It should be staged through recognizable intervals in which judgment becomes visible, challengeable, and delayed long enough for revision to matter.[10]

            Historical work on due process traces this lineage through Magna Carta, the Statutes of Edward III, and later constitutional understandings of due process of law (Eberle 2001). Due process is therefore one of the clearest historical embodiments of corrective timing. It is not identical to the concept as a whole, but it demonstrates with unusual clarity that legitimacy has often depended on preserving an interval between accusation and enforcement.

3.5 Bureaucracy and Administrative Legitimacy

            Historically, religious systems mediated uncertainty by providing authoritative interpretations of events and moral judgments. As Weber observed, modern societies replaced sacred authority with rational-legal bureaucratic institutions. AI-based decision systems introduce a new stage in this trajectory by embedding institutional authority within algorithmic models that classify risk, priority, and value at unprecedented speed and scale. These systems increasingly function as mediating authorities between individuals and institutions, producing decisions that appear objective and impersonal even when their underlying logic remains opaque.

            Modern bureaucracy is often imagined as impersonal, technical, and rationalized. Yet bureaucratic legitimacy has also depended on temporal sequencing. Administrative systems rely on filing, notice, review, documentation, waiting periods, reconsideration, and channels of correction. Scholarship on administrative legitimacy repeatedly shows that modern administration has sought justification through procedural safeguards, participation, judicial review, and information structures that render state action more accountable and less nakedly discretionary.[11]

            Administrative systems present themselves as legitimate not because they are warm or humane, but because they claim to be reviewable. A notice can be answered. A file can be corrected. A determination can be reconsidered. Even where those promises fail in practice, their importance reveals the normative power of corrective timing itself.

3.6 Credit, Reputation, and the Economic Life of Judgment

            Economic institutions also structure judgment through mediated intervals, and credit reporting is one of the clearest examples. Kenneth Lipartito's work on credit reporting systems shows that credit institutions historically emerged as mediators of reputation. They translated uncertainty about trustworthiness into organized informational systems that allowed institutions to act on judgments about persons at a distance.[12]

            Credit belongs in this genealogy because it marks an important threshold. The subject is not only judged in person or through formal hearing. The subject is translated into a portable evaluative object. That movement anticipates the later world of algorithmic scoring, where consequence increasingly travels through classifications that feel objective while remaining difficult to revise in time.

3.7 What Persists Across These Regimes

            Across ecclesial penance, Protestant moral discipline, legal due process, bureaucratic review, and credit reporting, one pattern persists: institutions have often secured legitimacy by structuring an interval between interpretation and consequence. That interval takes different forms in different settings. It may be ritualized, internalized, formalized, administrative, or economic. It may be humane or punitive, accessible or exclusionary. But it matters.

            What persists is not a hidden essence shared by all institutions. It is a recurring recognition that authority appears less arbitrary when it preserves forms of correction. Visibility allows the subject to locate judgment. Contestability allows the possibility of response. Latency allows revision before consequence hardens irreversibly. These are part of how power has long rendered itself socially durable.

The next chapter develops corrective timing as an analytic framework, specifying the structural conditions under which institutional authority remains visible, contestable, and revisable.

Sources

[1] Louise Amoore, Cloud Ethics: Algorithms and the Attributes of Ourselves and Others (Durham, NC: Duke University Press, 2020); Ruha Benjamin, Race After Technology: Abolitionist Tools for the New Jim Code (Medford, MA: Polity, 2019); Virginia Eubanks, Automating Inequality: How High-Tech Tools Profile, Police, and Punish the Poor (New York: St. Martin’s Press, 2018).

[2] Talal Asad, Formations of the Secular: Christianity, Islam, Modernity (Stanford, CA: Stanford University Press, 2003); Birgit Meyer, “Mediation and Immediacy: Sensational Forms, Semiotic Ideologies and the Question of the Medium,” Social Anthropology 19, no. 1 (2011): 23–39.

[3] Talal Asad, Formations of the Secular: Christianity, Islam, Modernity (Stanford, CA: Stanford University Press, 2003); Birgit Meyer, “Mediation and Immediacy: Sensational Forms, Semiotic Ideologies and the Question of the Medium,” Social Anthropology 19, no. 1 (2011): 23–39.

[4] Antoinette Rouvroy and Thomas Berns, “Algorithmic Governmentality and Prospects of Emancipation: Disparateness as a Precondition for Individuation Through Relationships?,” Réseaux 177, no. 1 (2013): 163–196; Ruha Benjamin, Race After Technology: Abolitionist Tools for the New Jim Code (Medford, MA: Polity, 2019); Virginia Eubanks, Automating Inequality: How High-Tech Tools Profile, Police, and Punish the Poor (New York: St. Martin’s Press, 2018).

[5] Mathews v. Eldridge, 424 U.S. 319 (1976).

[6] Marion Fourcade, “Ordinalization,” Sociological Theory 34, no. 3 (2016): 175–195.

[7] Kenneth Lipartito, “Credit Reporting and American Business,” Business History Review 84, no. 4 (2010): 703–724; Josh Lauer, “Credit Reporting,” in Oxford Research Encyclopedia of American History (New York: Oxford University Press, 2017).

[7] Jerry L. Mashaw, Due Process in the Administrative State (New Haven, CT: Yale University Press, 1985); Richard B. Stewart, “The Reformation of American Administrative Law,” Harvard Law Review 88, no. 8 (1975): 1667–1813.

[7] Birgit Meyer, “Mediation and Immediacy: Sensational Forms, Semiotic Ideologies and the Question of the Medium,” Social Anthropology 19, no. 1 (2011): 23–39.

[8] Henry Charles Lea, A History of Auricular Confession and Indulgences in the Latin Church, 3 vols. (Philadelphia: Lea Bros., 1896).

[9] Max Weber, The Protestant Ethic and the Spirit of Capitalism, trans. Talcott Parsons (New York: Dover Publications, 2003).

[10] Edward J. Eberle, “Procedural Due Process: The Original Understanding,” Constitutional Commentary 4, no. 2 (1987): 339–379.

[11] Max Weber, Economy and Society: An Outline of Interpretive Sociology, ed. Guenther Roth and Claus Wittich (Berkeley: University of California Press, 1978); Jerry L. Mashaw, Due Process in the Administrative State (New Haven, CT: Yale University Press, 1985).

[12] Kenneth Lipartito, “Mediating Reputation: Credit Reporting Systems in American History,” Business History Review 87, no. 4 (2013): 655–677.