A talk examining collaborative planning with software agents, drawing parallels from anthropologist Thomas Gladwin's study of Chuukese navigators who improvise in real-time versus European navigators who plan rigidly in advance. The speaker, a researcher at GitHub Next, argues that plans are weak resources for real-world action and advocates for better tools enabling humans and agents to plan together collaboratively, moving beyond current isolated CLI-based question-answer interfaces.