The teacher saw long ago that this kid wasn't destined for obscurity.
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history
The phrase alludes to descriptions in the Three Kingdoms era of Zhou Yu calling Liu Bei 非池中物 — not a creature of the pond, meaning a dragon who would eventually take flight.