Steven Carroll

Institutional reception

Academic work — network proximity and the Procedural Gap Project

The methodology in Carroll's published research grew out of applied network-analysis work at LinkAudit.co, where he used bipartite-graph modelling to map coordinated manipulation in link-authority networks, framed around Google's Penguin 4 algorithm. The same structural approach — measuring proximity between nodes in a bipartite graph — is what the papers apply to expert-witness appointment networks in civil proceedings.

Carroll's research programme, The Procedural Gap Project, formalises structural features of legal and economic procedure. Five working papers identify measurable signals and propose quantitative diagnostic instruments, each operationalised as a tool on KYC.co.

• Paper I · Proximity Gap
  Network Proximity and Expert Impartiality: An Empirical Analysis of Academic Network Proximity as a Structural Test for Expert Recusal in European Civil Proceedings
  Published 2026 · SSRN #6905898 · Received by CEJ (see above)
• Paper II · Competence Gap
  Qualification and Expertise: The Detectable Signals of Professional Competence Distance
  Working paper · 2026 · Introduces the Specialisation Distance Differential (SDD)
• Paper III · Disclosure Gap
  The Manufacturing of Bad Faith: Mechanism Design and the Doctrine of the Affected Party
  Working paper · 2026 · Introduces the Bad Faith Manufacturing Score (BFM)
• Paper IV · Disclosure Gap — companion
  The Doctrine of the Affected Party: The Loaded Gun, the Fiction of Uniformity, and the Gridlock Paradox
  Working paper · 2026 · Names three structural features present in concealment-of-condition disputes
• Paper V · The Self-Reporting Fallacy
  On Legal Bullshit: Frankfurt's Distinction and the Self-Reporting Fallacy in Litigation
  Working paper · 2026 · SSRN submission draft · Applies Frankfurt's liar/bullshitter distinction to civil procedure for the first time

Fig. 1 — Erdős number spectrum. The Azevedo-Henriques connection sits at distance 1: direct supervision throughout career, co-authorship on the exact subject matter. This proximity is statistically extremely rare. Statutory appearance standard engages at distances 1–2.

Fig. 2 — Scale-free co-authorship network. Healthy academic networks follow power-law distribution: few high-degree hubs, most nodes at distance 4–5. Average Erdős distance: 4.7. Distance 1 connections are structurally exceptional.

Fig. 3 — Natural authority network. Hub-and-spoke, sparse cross-links, healthy power-law distribution. The structural baseline against which network capture is measured.

Fig. 4 — Dense manipulative cluster. Hub nodes collapse into a black block through excessive cross-linking. The structural signature of captured networks — in search ecosystems or expert appointment systems.

LinkAudit — the methodological origin

LinkAudit.co — bipartite graph visualisation tool for detecting coordinated manipulation in link networks. Hub nodes (red circles) in the natural authority view; white square peripheral nodes. The tool classified networks as natural authority structures or manipulative dense clusters based on cross-link density relative to expected power-law distribution. The same diagnostic framework underpins the academic paper on expert witness networks.

Technical and inventive history

Carroll began working with electronics at age 10 and founded Intimidation Ltd at 21, under the mentorship of electronics engineer Bill Kelsey. The company designed and manufactured professional DJ mixers between the early 1990s and 2001, most notably the Apex — a compact battle-style mixer that introduced kill switches to the market: the ability to independently drop individual frequency ranges from a live mix, alongside VCA crossfader technology that eliminated the popping artefacts that plagued competing products.

In January 1998, Carroll filed a patent application for a system using encoded vinyl to control digital music. The technology is now known as the Digital Vinyl System (DVS): the method by which professional DJs control digital audio through analogue turntables. The priority claim is disputed; the supporting materials — including contemporaneous correspondence and the original patent application — are archived in full.

Intimidation Ltd — product archive (1993–2001)

Four mixer designs produced under the Intimidation Ltd label between the early 1990s and 2001. Each introduced features now standard across professional DJ hardware: kill switches, VCA crossfader circuitry, battle-format ergonomics. The Blue became the most widely distributed; the Apex the most technically refined — units from the original production run remain in working use twenty years later.

Apex — battle-style mixer with kill switches and VCA crossfader. The Apex was the most technically refined of the four designs, introducing punch-in buttons and a frequency-selective panning circuit. Completed approximately one year before Frankfurt launch.

Blue — the most widely distributed Intimidation model. Recognised in the DJ hardware community as one of the most innovative mixers of its era, and widely copied by competing manufacturers in the years that followed. Credited in archived forum discussions as introducing the kill switch concept to the wider market.

Don — earlier Intimidation design. Part of the product line that established Intimidation's reputation in the professional battle DJ market before the Apex and Blue reached wider distribution.

Challenger — professional mixer design produced alongside the Apex development. Represented Intimidation's expansion of the product line into higher-specification hardware for the DJ performance market.

Kill switch detail from original Intimidation marketing materials. The kill switch — independently cutting bass, mid, or high frequency from the live mix — is now a standard feature on all professional DJ mixers. Intimidation was first to market with this implementation.

Digital Vinyl System — the patent claim

In January 1998, Carroll filed a patent application for a system using encoded vinyl to control digital audio. The technology — now known as DVS — is the standard method by which professional DJs control digital music through analogue turntables worldwide. Supporting materials, including contemporaneous correspondence and the original patent application, are preserved on the Wayback Machine (all archived snapshots).

Challenger brochure (PDF) ↗ Don brochure (PDF) ↗

KYC.co — the tools and code side

KYC.co is a contract-backed alternative dispute resolution platform. It implements the methodology developed in the Procedural Gap Project papers as software, and is designed to address a gap that neither traditional courts nor the emerging CBDC architecture has been built to fill.

Central Bank Digital Currency infrastructure, as specified by the Bank for International Settlements and implemented downstream by national monetary authorities, has been engineered to close the compliance distance between issuing institutions and their endpoints — enabling granular compliance enforcement, direct tax collection, and behavioural incentive structures embedded at the transaction layer. It does not include a corresponding mechanism for dispute resolution at that same layer.

KYC.co is designed for that gap: contract creation with expert adduction at the contract layer, resolution through structured ADR, backed by CBLT — its own token — as an alternative to CBDC settlement rails that lack dispute infrastructure.

Four diagnostic tools on KYC.co each operationalise a paper from the Procedural Gap Project:

Moral.Money — the academic and training side

Moral.Money is the venue that hosts the project's academic and training work: the five papers of the Procedural Gap Project, supporting educational material, and a gamified procedural reasoning engine that presents procedural questions of expert neutrality, burden of proof, and network structure through interactive narrative.

Where the work lives