One surprising insight is that many teams overlook the importance of context windows in LLM agent memory systems. A well-designed context window can drastically improve an agent's ability to maintain relevant information without overwhelming its memory. In our experience with enterprise teams, focusing on optimizing these windows often leads to more efficient and capable AI agents that can perform complex tasks with greater accuracy. - Ali Muwwakkil (ali-muwwakkil on LinkedIn)