MolCrew — a question opens a path Ava Multilingual, -7% Every molecular discovery begins with a question. What could this structure do? What might change if we altered it? Moving from that question to a useful experiment means bringing different kinds of knowledge together. MolCrew explores a more connected way to work. Begin with a molecule, and ask what groups are present. For aspirin, the conversation can connect a chemical drawing with a plain language description of its structure. Behind that conversation, an orchestrator selects molecular specialists. They help generate candidates, describe structures, predict properties, and propose edits. Chemistry tools check structures and calculate descriptors. Ask for molecular descriptors, and inspect the calculation beside the molecule. A calculated descriptor and a learned prediction tell different stories. Keeping their sources visible helps us decide what the evidence can support. Then comes another question. Could we change this part? A candidate is edited, examined, and reconsidered. Each step creates something to investigate, while the research question guides the conversation. The aim is to help researchers connect an idea, a structure, and the next thoughtful experiment. A conversation can make each step easier to inspect, and bring the next question into focus.