Modern Act of Know-How: Conductor Quartet — Subject-Isolated Multi-Agent Orchestration for Hallucination-Resistant LLM Processing in Legal and Institutional Environments

Contemporary Large Language Models exhibit a persistent structural defect — contextual contamination, where creative synthesis and rigid factual verification become intermixed within the same probabilistic context, leading to hallucinations in critical infrastructural fields. This document presents a subject-isolated orchestration model: the Conductor Quartet. Four specialised Agent-Subjects (Drinkins, Jimmy, Lin, Sokol) operate without direct communication channels, coordinated solely by a managerial Conductor. The architecture eliminates hallucination propagation, reduces document assembly time from 4–6 hours to 10–15 minutes, and achieves zero errors per 1,000 verifiable fields in legal and institutional documentation. The framework is protected as trade secret under UK Trade Secrets Regulations 2018 and constitutes the core infrastructural know-how of IMARCH LTD / Chronicle OS.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-06-08
DOI
https://doi.org/10.5281/zenodo.20606349
Primary Topic
Big Data and Digital Economy
Type
article
Field-Weighted Citation Impact
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article

Modern Act of Know-How: Conductor Quartet — Subject-Isolated Multi-Agent Orchestration for Hallucination-Resistant LLM Processing in Legal and Institutional Environments

Oleksandr Purpurov
Zenodo (CERN European Organization for Nuclear Research)
Big Data and Digital Economy
article

Modern Act of Know-How: Conductor Quartet — Subject-Isolated Multi-Agent Orchestration for Hallucination-Resistant LLM Processing in Legal and Institutional Environments

Oleksandr Purpurov
article en

Abstract

Contemporary Large Language Models exhibit a persistent structural defect — contextual contamination, where creative synthesis and rigid factual verification become intermixed within the same probabilistic context, leading to hallucinations in critical infrastructural fields. This document presents a subject-isolated orchestration model: the Conductor Quartet. Four specialised Agent-Subjects (Drinkins, Jimmy, Lin, Sokol) operate without direct communication channels, coordinated solely by a managerial Conductor. The architecture eliminates hallucination propagation, reduces document assembly time from 4–6 hours to 10–15 minutes, and achieves zero errors per 1,000 verifiable fields in legal and institutional documentation. The framework is protected as trade secret under UK Trade Secrets Regulations 2018 and constitutes the core infrastructural know-how of IMARCH LTD / Chronicle OS.

Zenodo (CERN European Organization for Nuclear Research)
University of Bechar (DZ)
Openalex Percentile: Top 2%
Big Data and Digital Economy
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Modern Act of Know-How: Conductor Quartet — Subject-Isolated Multi-Agent Orchestration for Hallucination-Resistant LLM Processing in Legal and Institutional Environments — Oleksandr Purpurov · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS