The Conductor and the Engine: A Path Towards Co-Designed Reasoning. - Yuanxin Wang; Pawel Filipczuk; Anisha Garg; Amaan Dhada; Mohammad Hassanpour; David Bick; Ganesh Venkatesh (CoRR, 2025)