Multi-LLM Agent Collaborative Intelligence: The Path to Artificial General Intelligence (ACM Books) - Image 1

£82.00

Wiley Multi-LLM Agent Collaborative Intelligence: The Path to Artificial General Intelligence (ACM Books)

Name: Multi-LLM Agent Collaborative Intelligence: The Path to Artificial General Intelligence (ACM Books)
Brand: Wiley
Price: 82.0 GBP
Availability: InStock

AI & Machine Learning

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Description

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.

Product Specifications

Brand: Wiley
Format: hardcover
ASIN: B0GGM9JD8M
Category: Books > Subjects > Computing & Internet > Computer Science > AI & Machine Learning
Domain: Amazon UK
Release Date: 12 December 2025
Listed Since: 14 January 2026

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Wiley Multi-LLM Agent Collaborative Intelligence: The Path to Artificial General Intelligence (ACM Books)

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