PLUTO: A From-Scratch Transformer Language Model with Multi-Agent Orchestration and Validation-Gated Continuous Learning

PLUTO (Personalized Language Understanding and Task Orchestrator) is a desktop AI assistant featuring a from-scratch Transformer language model implemented in Java, multi-agent orchestration, validation-gated continuous learning, offline speech recognition, and biometric authentication. This preprint describes the system architecture, implementation methodology, and preliminary experimental results.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-06-26
DOI
https://doi.org/10.5281/zenodo.20748048
Primary Topic
Speech and dialogue systems
Type
preprint
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preprint

PLUTO: A From-Scratch Transformer Language Model with Multi-Agent Orchestration and Validation-Gated Continuous Learning

Laxmi Singh
Zenodo (CERN European Organization for Nuclear Research)
Speech and dialogue systems
preprint

PLUTO: A From-Scratch Transformer Language Model with Multi-Agent Orchestration and Validation-Gated Continuous Learning

Laxmi Singh
preprint en

Abstract

PLUTO (Personalized Language Understanding and Task Orchestrator) is a desktop AI assistant featuring a from-scratch Transformer language model implemented in Java, multi-agent orchestration, validation-gated continuous learning, offline speech recognition, and biometric authentication. This preprint describes the system architecture, implementation methodology, and preliminary experimental results.

Zenodo (CERN European Organization for Nuclear Research)
Mohanlal Sukhadia University (IN)
Quality Education
Speech and dialogue systems
DOIOpen Access PDFOpenAlex
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PLUTO: A From-Scratch Transformer Language Model with Multi-Agent Orchestration and Validation-Gated Continuous Learning — Laxmi Singh · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS