In scholarship, the worst flaw is being a half-full bottle that rattles.
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Tap a full bottle: silent. Tap a half-empty bottle: it rattles. The image: shallow people make the most noise. Variant: 半瓶醋 (bànpíngcù, dabbler / 'half-bottle of vinegar').