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Early Release with Feedback-Driven Iteration

Ship an early version and use observed failures and feedback to improve it.

Also called ship early and hear what breaks.

source
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model
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lab adopt it
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How sources treat it

One count per evidence span, weakest treatment to strongest.

used 1

Documented in

Evidence

1 span quoted from the sources, strongest treatment first.

we would rather ship early and hear what breaks — that's what made Hy3 substantially better

usedotherin Hy4-previewTencent Hunyuan

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Other methods under other.