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Self-evolving artificial intelligence could transform healthcare, industry and science

Published on: Aug. 18, 2025, 10:28 a.m. | Source: Devdiscourse

At the multi-agent level, the framework specifies coordination mechanisms based on decentralized consensus updates and reliability-weighted influence. Over time, agents exhibiting stable collaboration patterns can form “meta-agents” with broader strategic capabilities. Learning processes integrate both global rewards and local credit assignment, with Shapley-value calculations estimating each agent’s contribution to outcomes.

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