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cs.SE2026
The Web4 Agent Economy: A Large-Scale Empirical Study of the Landscape, Challenges, and Opportunities
Yuhan Jin, Shuohan Wu, Chong Chen +3
The Internet is transitioning from Web3 toward Web4, where autonomous agents serve as independent economic actors. These agents can now hold crypto wallets, execute on-chain trades…
cs.SE2026
Yet Even Less Is Even Better For Agentic, Reasoning, and Coding LLMs
CodeArts Model Team, Yang Ye, Jingyuan Tan +24
Training effective software engineering agents requires large volumes of task-specific trajectories, incurring substantial data construction costs. Inspired by the "Less-Is-More" h…