Management, Orchestration and Supervision of AI-agent COmmunities for reliable AI in software engineering

Información del proyecto

MOSAICO

Identificador del acuerdo de subvención: 101189664

DOI

10.3030/101189664

Fecha de la firma de la CE 12 Noviembre 2024

Fecha de inicio 1 Enero 2025

Fecha de finalización 31 Diciembre 2027

Financiado con arreglo a

• Digital, Industry and Space

Coste total

Sin datos

Aportación de la UE

€ 5 218 186,88

Coordinado por

INSTITUT MINES-TELECOM
France

CORDIS proporciona enlaces a los documentos públicos y las publicaciones de los proyectos de los programas marco HORIZONTE.

Los enlaces a los documentos y las publicaciones de los proyectos del Séptimo Programa Marco, así como los enlaces a algunos tipos de resultados específicos, como conjuntos de datos y «software», se obtienen dinámicamente de OpenAIRE .

Resultado final

Documents, reports (8)

BDI Framework for Agents in AI Communities

Specification and implementation of a generic and composable AI Agent for MOSAICO, parametrized by beliefs, desires and intentions.

MOSAICO promotional material and website

Tools used for communicating the project and its results to targeted audiences (+ beta version of the website at M2).

(Initial) plan for the Dissemination, Exploitation of results & Community building

Document including the activities for the project results, D&E&C and clustering activities + community building and open source strategy.

Formalization of a Policy Language

Grammar and metamodel definition for the policy language.

Orchestrator Framework for AI Communities - Initial version

Orchestration framework including the standardised language to describe collaboration patterns (from T3.2) and a framework to enact them reliably (from T3.3).

A taxonomy of AI agents for SE

Comprehensive taxonomy classifying AI agents for SE, providing a structured framework for understanding and categorising their functionalities, capabilities, and applications

Common Policy Languages survey

Definition of common governance policy strategies.

Comparison of protocol design approaches

Comparison of the two main approaches for designing the protocol (LSP extension versus new protocol) based on the results obtained through their proof-of-concept prototypes, network performance and interoperability, extensibility, and maintainability.

Demonstrators, pilots, prototypes (2)

Key Performance Indicators of AI agents for SE

Define a set of KPIs specific to AI agents in SE, establishing measurable benchmarks to assess and compare their effectiveness and efficiency in various contexts.

MVP reference implementations of client and server

Demonstrator with the first versions of the reference client and server for the protocol, accompanied by user and developer documentation.

Publicaciones

Peer reviewed articles (7)

Binary and multi-class classification of Self-Admitted Technical Debt: How far can we go?

Autores: Francesca Arcelli Fontana, Juri Di Rocco, Davide Di Ruscio, Amleto Di Salle, Phuong T. Nguyen
Publicado en: Information and Software Technology, Edición 187, 2025, ISSN 0950-5849
Editor: Elsevier BV
DOI: 10.1016/J.INFSOF.2025.107862

Binary and multi-class classification of Self-Admitted Technical Debt: How far can we go?

Autores: Francesca Arcelli Fontana, Juri Di Rocco, Davide Di Ruscio, Amleto Di Salle, Phuong T. Nguyen
Publicado en: Information and Software Technology, Edición 187, 2025, ISSN 0950-5849
Editor: Elsevier BV
DOI: 10.1016/J.INFSOF.2025.107862

Information and Software Technology

Autores: Arcelli Fontana, Francesca; Di Rocco, Juri; Di Ruscio, Davide; Di Salle, Amleto; Nguyen, Phuong
Publicado en: Information and Software Technology, Edición Vol. 187, No. C, 2025, ISSN 0950-5849
Editor: Elsevier BV
DOI: 10.2139/SSRN.5209087

Detection of Technical Debt in Java Source Code

Autores: Nam Le Hai, Anh M. T. Bui, Phuong T. Nguyen, Davide Di Ruscio, Rick Kazman
Publicado en: ACM Transactions on Software Engineering and Methodology, 2026, ISSN 1049-331X
Editor: Association for Computing Machinery (ACM)
DOI: 10.1145/3801745

Many hands make light work: An LLM-based multi-agent system for detecting malicious PyPI packages

Autores: Muhammad Umar Zeshan, Motunrayo Ibiyo, Claudio Di Sipio, Phuong T. Nguyen, Davide Di Ruscio
Publicado en: Journal of Systems and Software, Edición 236, 2026, ISSN 0164-1212
Editor: Elsevier BV
DOI: 10.1016/J.JSS.2026.112792

Automated summarization of software documents: an LLM-based multi-agent approach

Autores: Duc S. H. Nguyen, Minh T. Nguyen, Phuong T. Nguyen, Juri Di Rocco, Davide Di Ruscio
Publicado en: Automated Software Engineering, Edición 33, 2026, ISSN 0928-8910
Editor: Springer Science and Business Media LLC
DOI: 10.1007/S10515-025-00588-4

Engineering LLM-based Multi-Agent Systems: A Taxonomy of Emerging Frameworks

Autores: Davide Di Ruscio, Phuong T. Nguyen, Claudio Di Sipio, Riccardo Rubei, Juri Di Rocco
Publicado en: IEEE Software, 2026, ISSN 0740-7459
Editor: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/MS.2026.3694089

Conference proceedings (11)

Generate with CodeXHug: A Dataset to Enhance Model Cards with Code Usage Patterns

Autores: Stefano Palombo, Claudio Di Sipio, Juri Di Rocco, Davide Di Ruscio
Publicado en: Lecture Notes in Computer Science, Software Engineering and Advanced Applications, 2025
Editor: Springer Nature Switzerland
DOI: 10.1007/978-3-032-04207-1_22

When Retriever Meets Generator: A Joint Model for Code Comment Generation

Autores: Tien P. T. Le, Anh M. T. Bui, Huy N. D. Pham, Alessio Bucaioni, Phuong T. Nguyen
Publicado en: 19th ACM/IEEE International Symposium on Empirical Software Engineering and Measurement (ESEM 2025), 2025
Editor: IEEE
DOI: 10.48550/ARXIV.2507.12558

Towards Diagram-Based Data Model Generation with LLMs

Autores: Léna Bamouh, Thibault Béziers La Fosse, Massimo Tisi
Publicado en: Lecture Notes in Computer Science, Advances in Conceptual Modeling, 2025
Editor: Springer Nature Switzerland
DOI: 10.1007/978-3-032-08620-4_10

Towards Automated Governance: A DSL for Human-Agent Collaboration in Software Projects

Autores: Adem Ait, Gwendal Jouneaux, Javier Luis Cánovas Izquierdo, Jordi Cabot
Publicado en: 2025 40th IEEE/ACM International Conference on Automated Software Engineering (ASE), 2026
Editor: IEEE
DOI: 10.1109/ASE63991.2025.00337

Bake Two Cakes with One Oven: RL for Defusing Popularity Bias and Cold-start in Third-Party Library Recommendations

Autores: Hoang Minh Vuong, Anh M. T. Bui, Phuong T. Nguyen, Davide Di Ruscio
Publicado en: Proceedings of the 29th International Conference on Evaluation and Assessment in Software Engineering, 2025
Editor: ACM
DOI: 10.1145/3756681.3757043

Teamwork makes the dream work: LLMs-Based Agents for GitHub README.MD Summarization

Autores: Duc S. H. Nguyen, Bach G. Truong, Phuong T. Nguyen, Juri Di Rocco, Davide Di Ruscio
Publicado en: Proceedings of the 33rd ACM International Conference on the Foundations of Software Engineering, 2025
Editor: ACM
DOI: 10.1145/3696630.3728511

Detecting Malicious Source Code in PyPI Packages with LLMs: Does RAG Come in Handy

Autores: Motunrayo Osatohanmen Ibiyo, Thinakone Louangdy, Phuong T. Nguyen, Claudio Di Sipio, Davide Di Ruscio
Publicado en: Proceedings of the 29th International Conference on Evaluation and Assessment in Software Engineering, 2025
Editor: ACM
DOI: 10.1145/3756681.3757042

Simplicity by Obfuscation: Evaluating LLM-Driven Code Transformation with Semantic Elasticity

Autores: Lorenzo De Tomasi, Claudio Di Sipio, Antinisca Di Marco, Phuong T. Nguyen
Publicado en: Proceedings of the 29th International Conference on Evaluation and Assessment in Software Engineering, 2025
Editor: ACM
DOI: 10.1145/3756681.3757041

Towards sustainability model cards

Autores: Gwendal Jouneaux, Jordi Cabot
Publicado en: SEAA 2025, 2025
Editor: arXiv
DOI: 10.48550/ARXIV.2507.19559

Larger Is Not Always Better: Leveraging Structured Code Diffs for Comment Inconsistency Detection

Autores: Phong Nguyen and Anh M. T. Bui and Phuong T. Nguyen
Publicado en: SANER 2026, 2025
Editor: arXiv.org
DOI: 10.48550/ARXIV.2512.19883

MOSAICO: Management, Orchestration and Supervision of AI-agent COmmunities for reliable AI in software engineering

Autores: Tisi, Massimo; Cabot, Jordi; Di Ruscio, Davide; Garcia-Dominguez, Antonio
Publicado en: Proceedings of the Research Projects Exhibition Papers Presented at the 37th International Conference on Advanced Information Systems Engineering (CAiSE 2025), 2025, ISSN 1613-0073
Editor: CEUR-WS