LeHome Challenge Robotics Solution Revealed
philfung · x · 2026-07-20
@IliaLarchenko shared a comprehensive breakdown of his **LeHome Challenge** solution, which **took first place in the sim round** and **second in the ICRA 2026 real robot finals**.\n\nBeyond just the implementation, the author explains the reasoning behind it. The video is divided into three parts, focusing heavily on **RL for VLAs**. He also reviews alternative approaches he considered and why they were ultimately abandoned, emphasizing the intuition behind each design choice. The post includes links to the paper, code, and video.
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