---
title: "Multi-Model AI Consilium: Architecture and Implementation of Iterative Cross-LLM Debate Systems"
url: "https://reincarnatiopedia.com/en/research/multi-model-ai-consilium/"
copy_of_url: "https://reincarnatiopedia.com/bm/d%c9%94nko/f%c9%94li-camana-ai-k%c9%94n%c9%94/"
date_published: "2026-03-20T21:42:29+00:00"
date_modified: "2026-10-29T21:45:03+00:00"
author: "Maris Dreshmanis"
language: "bm"
site: "Reincarnatiopedi (https://reincarnatiopedia.com/bm/)"
doi: "10.5281/zenodo.19140868"
license: "CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/)"
---

# Multi-Model AI Consilium: Architecture and Implementation of Iterative Cross-LLM Debate Systems

## Author

**[Maris Dreshmanis](https://orcid.org/0009-0003-8151-4088)**

|   |   |
| --- | --- |
| **ORCID** | [0009-0003-8151-4088](https://orcid.org/0009-0003-8151-4088) |
| **ISNI** | [0000 0004 9280 9121](https://isni.org/isni/0000000492809121) |
| **Affiliation** | [Academy of Reincarnatiology](https://reincarnatiopedia.com/en/) \| Independent Researcher |
| **Academia.edu** | [independent.academia.edu/MarisDreshmanis](https://independent.academia.edu/MarisDreshmanis) |
| **GitHub** | [github.com/MarisDreshmanis](https://github.com/MarisDreshmanis) |
| **Zenodo** | [All publications on Zenodo](https://zenodo.org/search?q=metadata.creators.person_or_org.name%3A%22Dreshmanis%2C%20Maris%22) |
| **OpenAIRE** | [OpenAIRE profile](https://explore.openaire.eu/search/find?keyword=Dreshmanis) |
| **Wikidata** | [Wikidata](https://www.wikidata.org/wiki/User:Maris_Dreshmanis) |
| **Copyright Repository** | [Personal-Digital-Copyright-Depository](https://github.com/MarisDreshmanis/Personal-Digital-Copyright-Depository) |

---

## Publication Details

|   |   |
| --- | --- |
| **DOI** | [10.5281/zenodo.19140868](https://doi.org/10.5281/zenodo.19140868) |
| **Zenodo Record** | [https://zenodo.org/records/19140868](https://zenodo.org/records/19140868) |
| **Published** | 2026-03-18 |
| **License** | [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/) |

---

## Abstract

Architecture and implementation of the Multi-Model AI Consilium, a system enabling iterative cross-LLM debate for improved reasoning and decision-making.

## Keywords

multi-model AI; consilium; cross-LLM debate; iterative reasoning; AI architecture; ensemble methods

---

[View on Zenodo](https://zenodo.org/records/19140868)
| [DOI](https://doi.org/10.5281/zenodo.19140868)
| [Academia.edu](https://independent.academia.edu/MarisDreshmanis)
| [GitHub](https://github.com/MarisDreshmanis/Personal-Digital-Copyright-Depository)
| [All Publications](https://reincarnatiopedia.com/en/research/)

---

Source: [Multi-Model AI Consilium: Architecture and Implementation of Iterative Cross-LLM Debate Systems](https://reincarnatiopedia.com/en/research/multi-model-ai-consilium/) — Reincarnatiopedi, Maris Dreshmanis. License: CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/)