Paper asks when quantum controllers should compute, simulate, or learn fidelity
Analytical methods can suffice in simple regimes, while learned surrogates cut runtime versus simulation for online control.
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Analytical methods can suffice in simple regimes, while learned surrogates cut runtime versus simulation for online control.

Cloudflare explains how the D1 control plane scales to millions of serverless SQLite databases.
A Cisco NX-OS rate-limiting flaw lets remote attackers temporarily disrupt control-plane protocols with heavy traffic.
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