Interfaces for Human–AI Collaboration

Most AI interfaces are designed as input-output pipelines: prompt in, response out. Collaboration requires more — shared context, mutual adjustment, the ability to course-correct mid-stream. Chat is one interface; reports, dashboards, drafts, structured proposals and inline assistants are others, and most are better fits for most work.