Julius AI is a macOS interface for conversational data analysis — built for users who think in questions, not queries. The design challenge was making a powerful AI feel approachable without dumbing it down. A minimal dark layout keeps the data front and center, while deliberate surface-level restraint — modes like Advanced Reasoning and Extended Memory surfaced only when relevant — communicates depth without overwhelming the entry point.