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

Informacje na temat projektu

MOSAICO

Identyfikator umowy o grant: 101189664

DOI

10.3030/101189664

Data podpisania przez KE 12 Listopada 2024

Data rozpoczęcia 1 Stycznia 2025

Data zakończenia 31 Grudnia 2027

Finansowanie w ramach

• Digital, Industry and Space

Koszt całkowity

Brak danych

Wkład UE

€ 5 218 186,88

Koordynowany przez

INSTITUT MINES-TELECOM
France

CORDIS oferuje możliwość skorzystania z odnośników do publicznie dostępnych publikacji i rezultatów projektów realizowanych w ramach programów ramowych HORYZONT.

Odnośniki do rezultatów i publikacji związanych z poszczególnymi projektami 7PR, a także odnośniki do niektórych konkretnych kategorii wyników, takich jak zbiory danych i oprogramowanie, są dynamicznie pobierane z systemu OpenAIRE .

Rezultaty

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.

Publikacje

Peer reviewed articles (7)

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

Autorzy: Francesca Arcelli Fontana, Juri Di Rocco, Davide Di Ruscio, Amleto Di Salle, Phuong T. Nguyen
Opublikowane w: Information and Software Technology, Numer 187, 2025, ISSN 0950-5849
Wydawca: Elsevier BV
DOI: 10.1016/J.INFSOF.2025.107862

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

Autorzy: Francesca Arcelli Fontana, Juri Di Rocco, Davide Di Ruscio, Amleto Di Salle, Phuong T. Nguyen
Opublikowane w: Information and Software Technology, Numer 187, 2025, ISSN 0950-5849
Wydawca: Elsevier BV
DOI: 10.1016/J.INFSOF.2025.107862

Information and Software Technology

Autorzy: Arcelli Fontana, Francesca; Di Rocco, Juri; Di Ruscio, Davide; Di Salle, Amleto; Nguyen, Phuong
Opublikowane w: Information and Software Technology, Numer Vol. 187, No. C, 2025, ISSN 0950-5849
Wydawca: Elsevier BV
DOI: 10.2139/SSRN.5209087

Detection of Technical Debt in Java Source Code

Autorzy: Nam Le Hai, Anh M. T. Bui, Phuong T. Nguyen, Davide Di Ruscio, Rick Kazman
Opublikowane w: ACM Transactions on Software Engineering and Methodology, 2026, ISSN 1049-331X
Wydawca: 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

Autorzy: Muhammad Umar Zeshan, Motunrayo Ibiyo, Claudio Di Sipio, Phuong T. Nguyen, Davide Di Ruscio
Opublikowane w: Journal of Systems and Software, Numer 236, 2026, ISSN 0164-1212
Wydawca: Elsevier BV
DOI: 10.1016/J.JSS.2026.112792

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

Autorzy: Duc S. H. Nguyen, Minh T. Nguyen, Phuong T. Nguyen, Juri Di Rocco, Davide Di Ruscio
Opublikowane w: Automated Software Engineering, Numer 33, 2026, ISSN 0928-8910
Wydawca: Springer Science and Business Media LLC
DOI: 10.1007/S10515-025-00588-4

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

Autorzy: Davide Di Ruscio, Phuong T. Nguyen, Claudio Di Sipio, Riccardo Rubei, Juri Di Rocco
Opublikowane w: IEEE Software, 2026, ISSN 0740-7459
Wydawca: 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

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

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

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

Towards Diagram-Based Data Model Generation with LLMs

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

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

Autorzy: Adem Ait, Gwendal Jouneaux, Javier Luis Cánovas Izquierdo, Jordi Cabot
Opublikowane w: 2025 40th IEEE/ACM International Conference on Automated Software Engineering (ASE), 2026
Wydawca: 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

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

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

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

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

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

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

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

Towards sustainability model cards

Autorzy: Gwendal Jouneaux, Jordi Cabot
Opublikowane w: SEAA 2025, 2025
Wydawca: arXiv
DOI: 10.48550/ARXIV.2507.19559

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

Autorzy: Phong Nguyen and Anh M. T. Bui and Phuong T. Nguyen
Opublikowane w: SANER 2026, 2025
Wydawca: arXiv.org
DOI: 10.48550/ARXIV.2512.19883

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

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