Research topic
Resilience
Recovery starts with an independent control path.
26 publications
Design and testing guidance for containment, restoration, and control-plane recovery under pressure.
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26 publicationsQwen3.8-Flash-Next and GLM-5.3-Flash share a 3:1 long-context pattern
Both models replace most conventional attention layers with recurrent state and reserve sparse attention for periodic retrieval. Their differences lie in where they place capacity, how much neural computation they activate, and what their serving stacks must keep trustworthy.
Recover the control plane before you need it
A recovery plan that depends on the compromised identity system is an aspiration. Build and test an independent administrative path.