Author

Zhuo-Song Jiang

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#artificial intelligence Preprint Oct 2026

VERA: Scaling Verifiable Environments for Agentic co-Evolution

Competent agents need precise and verifiable environments, such as sandboxes that are resumable at any stage and evolve from observable evidence. However, most long-horizon work exposes how rare these are: for example, an agent in medical research must ground a finding, classify it, and write a report over dozens of de...

Jun-Qi Liu, Yong-Yang Pan, Zhuo-Song Jiang et al. · 0 citations

#artificial intelligence Preprint Sep 2026

Self-Evolving Memory for Generative Recommendation

A self-evolving memory paradigm for generative recommendation is proposed, aiming to enable effective evolution across heterogeneous behavioral patterns, and three key principles for effective self-evolving recommendation systems are identified, including isolated memorization, reinforced evolution, and scalable applic...

Xin-Yu Lin, Zhuo-Song Jiang, Zi-Xiao Suo et al. · 0 citations