Who Acts, Who Decides: Four Patterns for Human–AI Work
TL;DR for operators AI autonomy and AI initiative are different design decisions. An AI system can execute work independently while waiting for instructions, or proactively offer help while remaining limited to a narrow task. Michael Weiss identifies four collaboration patterns: Instruction, Delegation, Assistance, and Co-Creation. Each suits a different kind of work, and each introduces a recurring tension. Delegation can increase capacity while reducing oversight; Assistance can improve individual components while weakening their fit with the whole task. ...