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F. Manyà

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Book Open access Oct 2026

Towards Declarative Composition of Heterogeneous AI Agents

As AI systems increasingly evolve into ecosystems of specialized agents, composing heterogeneous AI technologies into coherent multi-agent applications has become a significant software engineering challenge. Existing agent composition frameworks primarily focus on large language models and conversational workflows, le...

Antonio Marcos Alves Morais, P. Maia, F. Manyà · 0 citations
Preprint Jul 2026

MaxSAT-Based Feedback for Guiding Vision-Language Models in Sudoku

A neuro-symbolic approach that integrates formal constraint reasoning into the VLM solving process via a Maximum Satisfiability (MaxSAT) oracle and improves logical consistency and increases the number of solved instances, particularly in full-board refinement mode is proposed.

Pedro Orvalho, Guillem Alenyà, F. Manyà · 1 citation

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