01

Project overview

The project examines how mediation, grievance, complaint, integrity and accountability procedures may remain formally compliant while progressively losing their practical capacity to sustain meaningful voice, contestability, professional judgement, effective remedy and institutional learning.

It conceptualises procedural ritualisation as a divergence between visible legal culture — procedural rules, guidance, templates, intake and review routes, published policies, reason-giving requirements, reports, performance indicators and formally presented human oversight — and implicit legal culture — working assumptions, professional habits, organisational incentives and practical expectations concerning what can safely be voiced, challenged, reconsidered or remedied.

The project does not treat formalisation, repetition, standardisation, measurement or technological assistance as inherently harmful. Its diagnostic task is to distinguish necessary procedural stabilisation from the persistence of form after substantive function has deteriorated.

Its principal case environment is family and court-connected mediation. A secondary transferability environment comprises grievance, integrity, whistleblowing, complaint-handling and corporate remedy mechanisms. AI-supported intake, classification, screening, summarisation, triage, drafting, review and reporting operate as a cross-cutting technological layer; feedback mechanisms operate as a cross-cutting feedback layer.

Central research question

How can the ritualised loss of procedural vitality be diagnosed through recurring gaps between visible legal culture and implicit legal culture in public and corporate remedy systems?

02

Diagnostic architecture

Meaning–Form Gap Check

Assesses whether the visible language and documentary form of a procedure remain connected to its stated normative purpose.

Goodhart Load Gauge

Examines the extent to which procedural work has been reorganised around what can be counted, reported, audited or externally demonstrated.

Discretion Window

Evaluates whether professionals retain the practical capacity, time, authority, information and institutional permission needed for reasoned judgement in atypical or high-stakes cases.

Visible–Implicit Legal Culture Gap Analysis

Compares the official architecture of a mechanism with the assumptions and expectations governing its practical use.

Ritualisation Life-Cycle Assessment

Identifies where a procedure is situated between meaningful institutionalisation and hollow repetition.

AI Cognitive Allocation Map

Identifies where AI enters a procedural workflow and which administrative, interpretative, evaluative or relational functions are reassigned.

Feedback Vitality lens

Examines whether feedback preserves participant voice, enables challenge, exposes weaknesses in procedural design and supports institutional learning, rather than becoming a checkbox exercise.

03

AI and professional judgement

The programme treats AI-supported procedural governance through the allocation and reorganisation of tasks rather than as a binary substitution of whole occupations. An augmentative trajectory may remove low-discretion work while preserving human attention for source engagement, contextual judgement and exceptional cases. An industrialising trajectory may instead reorganise human roles around machine-generated classifications, summaries and workflows, leaving professionals formally responsible while reducing direct source contact, practical discretion and meaningful control.

The normative concern is whether judgement remains attributable, contestable and connected to an agent or institution capable of explaining a decision, reconsidering its premises, responding to affected persons and accepting responsibility for error.

04

Related scholarly work

Abstract accepted; chapter manuscript submitted following acceptance

Risks of Bureaucracy in Family Mediation and Guardrails for AI Use

International Handbook of Legal Language and Communication: From Text to Semiotics, Section 35 (Springer)

Manuscript under review

When Formal Oversight Survives the Loss of Judgement: Form–Function Divergence and Human–AI Cognitive Allocation in Procedural Systems

Work in progress / working title

Meaning–Form Gap: When Ritualised Structures Displace Institutional Purpose in Hybrid Justice Systems

Work in progress / working title

Goodhart Load in Justice Systems: Performance Metrics, Administrative Rationality and Ritualised Drift

Work in progress / working title

Discretion Window Share: Professional Judgement under Standardised and AI-Assisted Procedural Regimes

Work in progress / working title

The Rights-Compatible Procedural Vitality Test: A Diagnostic Method for Public and Corporate Remedy Systems

Work in progress / working title

From Court-Connected Mediation to Corporate Remedy: Testing the Transferability of Procedural Vitality Indicators

Work in progress / working title

Feedback Vitality: Voice, Contestability and Institutional Learning in Grievance and ADR Systems

Work in progress / working title

AI Guardrails against Ritualised Drift: Accountability, Explainability and Human Responsibility in Hybrid Justice

Work in progress / working title

AI at Fragile Procedural Junctions: Source Contact, Triage and Contestability in Hybrid Grievance Mechanisms

Conceptual development / longer-form project

Ritualisation, Hybrid Justice and AI-Supported Procedural Governance: Diagnostic Lenses for Voice, Remedy and Institutional Learning

05

Talks and presentations

18 Jul 2026

Rights-Compatible Procedural Vitality in Public and Corporate Remedy Systems

Invited Research Speaker, Konghetang Study Seminar, online

10 Jul 2026

Procedural Vitality in Justice and Grievance Systems

Oxford AI Build Club, AI Exploration Week, University of Oxford

29 Jun 2026

Ritual or Real Remedy? Diagnostic Lenses for Assessing Procedural Vitality in Alternative Dispute Resolution

Featured speaker, 12th International Training Workshop on Emerging Global Practices in Arbitration and Mediation, Saarosh ADR Center

14 Dec 2025

Global Voices on Integrity

Special guest speaker, Operation Zero Bribe initiative, online