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

Chang, Edward Y.

Softcover

ISBN 13: 9798400731785

Verlag: Association for Computing Machinery, 2025

Inhaltsangabe

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.

Details zur Ausgabe

• Verlag: Association for Computing Machinery
• Erscheinungsdatum: 2025
• Sprache: Englisch
• ISBN 13: 9798400731785
• Einband: Taschenbuch
• Anzahl der Seiten: 598
• Kontakt zum Hersteller: preigu GmbH & Co. KG; mail@preigu.de; ; Lengericher Landstr. 19; Osnabrück; Niedersachsen; 49078; Deutschland