In recent years, Large Language Models (LLMs) have shown impressive performance across a wide range of downstream applications, including software engineering. In this talk, we will discuss the history and recent trends of software engineering agents and present our work in this promising direction, covering both agent scaffold design (e.g., Agentless) and software-centric LLM post-training (e.g., SWE-RL and Code World Model).