Name: Family Unlimited (3 บัญชี)
Brand: Storytel
SKU: 8882
Price: 349 THB
Availability: InStock

Edward Chang

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" and "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.

ACM Books

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

ยังใหม่กับ Storytel ใช่ไหม?

เข้าสู่ระบบด้วย...

เข้าสู่ระบบ

มีบัญชีผู้ใช้อยู่แล้วใช่หรือไม่

สร้างบัญชีกับ...

สร้างบัญชี

Enter a Code

Storytel

ด้วย Storytel Family Unlimited (3 บัญชี) คุณจะได้รับการฟังและการอ่านแบบไม่จำกัดทุกเดือน พร้อมเข้าถึงคลังหนังสือเสียงและอีบุ๊กที่มีมากมาย