Competing with AI Scientists: Agent-Driven Approach to Astrophysics Research. - Thomas Borrett; Licong Xu; Andy Nilipour; Boris Bolliet; Sebastien Pierre; Erwan Allys; Celia Lecat; Biwei Dai; Po-Wen Chang; Wahid Bhimji (CoRR, 2026)