Agentic LLM Pipelines for Reproducible Scientific Software: Opportunities and Challenges. - Andrey Adashchik; Abu Huraira; Zamira Kholmatova; Andrei Mikriukov; Alessandro Ravveduto; Mariia Snigireva; Giancarlo Succi; Alexander Tormasov; Ekaterina Trofimova (CSAI, 2025)