Claude 4.4 Opus runs a 7-day autonomous research loop: formulates novel hypothesis in chemistry → designs computational experiments → runs simulations via tool calls → analyzes results → refines hypothesis → writes draft paper section. Produces publication-quality outline on unseen target molecule class.