Multi-LLM Agent Collaborative Intelligence: The Path to Artificial General Intelligence - Couverture rigide

Chang, Edward Y

Couverture rigide

ISBN 13 : 9798400731976

Editeur : Association for Computing Machinery, 2026

Synopsis

Today's large language models excel at pattern recall yet falter on long-range planning, self-critique, context loss, and the tendency of maximum-likelihood training to reward popularity over quality. MACI offers a promising route to AGI by orchestrating specialized LLM agents through explicit protocols rather than enlarging a single model. Several modules remedy complementary weaknesses: adversarial-collaborative debate surfaces hidden assumptions; critical-reading rubrics filter incoherent arguments; information-theoretic signals steer dialogue quantitatively; transactional memory enables reliable long-horizon execution; and a dual-agent ethical court adjudicates outputs. Crucially, MACI also modulates linguistic behavior, tuning each agent's contentiousness and emotional tone, so the collective explores ideas from contrasting, affect-aware perspectives before converging. Fourteen aphorisms distill the framework's philosophy, including: ¿ Intelligence emerges from regulated collaboration, not isolated brilliance ¿ Exploration must remain in tension with exploitation Across healthcare diagnosis, investment support, scheduling, supply-chain management, and news-bias mitigation, MACI ensembles deliver significant improvements in reasoning depth, planning horizon, and reliability compared with similar-sized single models. By uniting structured debate, information-theoretic coordination, persistent memory, affect-aware discourse, and deliberative ethics, MACI demonstrates that rigorously validated multi-agent collaboration provides a practical, interpretable path toward robust general intelligence.

Détails de l'édition

• Éditeur: Association for Computing Machinery
• Date d'édition: 2026
• Langue: anglais
• ISBN 13: 9798400731976
• Reliure: Relié
• Nombre de pages: 598
• Coordonnées du fabricant: non disponible
• Personne responsable: gpsr@libri.de; gpsr@libri.de; ; Friedensallee 273; Hamburg; 22763; Allemagne