September 11, 2026 InformationThe Outer Beach Congress Opening on 10 September. Nobel Laureate in Economics, Philippe Aguión, Source Capital Investment Partner Zhang Hongjiang, and Wang Mondi, Director, Artificial Intelligence Innovation Centre, Princeton University, from economic systems, business organization and scientific validation discussions, respectively AI The conditions for moving towards real productivity remain to be filled。
THE STUDY BY AGION AND COLLEAGUES ESTIMATED THAT THE PRODUCTIVITY RATE OF GROWTH OVER THE NEXT DECADE COULD BE INCREASED BY 0.68 PERCENTAGE POINTS PER YEAR, TAKING INTO ACCOUNT ONLY THE TASKS IN THE PRODUCTION OF AI AUTOMATED GOODS AND SERVICES; THE POTENTIAL INCREASE, IF ADDED TO AI, WAS ABOUT 1.08 PERCENTAGE POINTS. AT THE SAME TIME, HE WARNED THAT UPSTREAM CLOUD COMPUTING AND GPU MARKETS WERE MORE CONCENTRATED AND THAT TECHNOLOGICAL BREAKTHROUGHS TRANSLATED INTO SUSTAINED GROWTH AND DEPENDED ON COMPETITION POLICY, THE EDUCATION SYSTEM AND LABOUR MARKET SECURITY。
According to Zhang Hongjiang, Agent is moving from dialogue to assistant, from passive to active, and further developing a multiAgent network of economic relations. The core competencies of the enterprise will include the translation of IP, Know-how, user relations and product competencies into models and the creation of an "emergence" at the organizational level through the Agent collaborative system and sustainable improved workflows。
Wang Mondi’s team has found that large models can easily overestimate the most common cases, while underestimating long end distributions; and that mathematics and programming are moving faster, linked to clear “certifiers” such as compilers, unit tests and formalization certificates. In her judgement, AI needs a realistic validation infrastructure that connects assumptions, experiments, retrospectives and recurrences in order to independently discover new science. Her team is encapsulating quantum material experimental equipment as API and exploring LabOS, which connects multimodular AI, researchers and experimental equipment。