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#artificial intelligence Preprint Sep 2026

Bioinfoysis Technical Report

Large language model agents have shown promise in bioinformatics, but most existing systems focus primarily on producing final answers, treating planning, tool use, and code execution as transient interactions. This design is poorly suited to long-horizon bioinformatics tasks, where conclusions must remain connected to...

Qi Shao, Xin Zhang, Zhou-Yang Yuan et al. · 0 citations
Preprint Jul 2026

Harnessing agent memory to build lifelong AI partners for materials scientists

It is argued that a lifelong AI partner for materials science can be designed around persistent memory rather than around a particular agent implementation, and a self-evolving memory framework is introduced that stores scientific experience as inspectable facts and executable skills so that observations, failure bound...

Si-Yu Liu, Bo Hu, Beilin Ye et al. · 0 citations

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