Peter Kahl
Research Frameworks
A connected research programme on epistemic authority: how knowledge is recognised, judgement is delegated, evaluation is controlled, and responsibility remains reconstructable.
Peter Kahl’s work develops a set of connected frameworks for analysing epistemic authority in institutions and artificial systems. The frameworks below are not separate projects. They form a single research programme concerned with the preservation of answerable judgement under conditions of technical and institutional mediation.
1. Representational Sealing Theory
Representational Sealing Theory examines how generated representations can become sealed from the conditions of their own production. It is concerned with generatedness, temporal order, representation, and the limits of access to the processes by which apparent worlds are composed.
The framework addresses a structural problem: where a system’s outputs are available but the generative conditions that made them possible are not fully accessible from within the represented order.
2. Objective-Layer AI
Objective-Layer AI distinguishes between the model layer and the evaluative layer by which the system assesses, revises, and selects its own outputs. The central claim is that governance must address not only model capability, but the endogenous evaluative structure that determines what the system treats as success.
This framework is especially relevant to frontier AI, agentic AI, and systems whose behaviour cannot be adequately governed by output review alone.
3. The Answerability Fuse
The Answerability Fuse is a governance trigger for the point at which a decision system remains operational but its responsible judgement can no longer be reconstructed.
It addresses a failure mode in AI governance and institutional design: responsibility may remain formally allocated while the actual grounds of decision, standard of evaluation, or authorised actor become practically unrecoverable. The framework therefore shifts attention from catastrophic failure to the earlier loss of answerability.
4. Delegated Discretion
Delegated Discretion examines how authority is conferred, bounded, exercised, and made answerable when judgement is entrusted to another person, institution, process, or artificial system.
The framework asks whether a decision can still be traced to an authorised mandate, an intelligible standard, and an actor or institution capable of answering for the judgement made.
5. Epistemic Clientelism and the Recognition Game
Epistemic Clientelism and the Recognition Game analyse how research and organisational environments misrecognise knowledge under metric pressure, prestige dependence, and institutional patronage.
The claim is not merely that metrics are imperfect. It is that metric governance can adversarialise researchers, domesticate original thought, and make recognition dependent on legibility to incumbent systems of authority.
6. Epistemic Humility as Fiduciary Obligation
This framework treats knowledge as entrusted authority rather than private possession. Epistemic humility is not a decorative virtue; it is a discipline of responsible knowing where one’s claims affect others, institutions, or public decisions.
The framework connects epistemic justice, fiduciary theory, and the governance of knowledge in organisations and public systems.
Synthesis
These frameworks form a philosophy of epistemic authority for artificial and institutional systems. Their common concern is whether judgement can remain visible, contestable, and answerable when it is mediated by procedures, metrics, infrastructures, or machines.