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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
Preprint Aug 2026

BaT: Towards Self-Evolving Medical Research Agent with Stage Rubrics

Long-horizon agents are beginning to automate complete workflows that produce code, reports, and research artifacts. Medical imaging workflows are multi-stage and data-sensitive, while expert trajectories remain scarce and difficult to share. Structured benchmarks can localize failures through stage-level rubrics, but...

Junqi Liu, Yu-Fan He, Ye-Xiao He et al. · 0 citations

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