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Results for “Ai Systems”
26 publicationsResearch reportDesk publicationResearch noteIllustrative analysis
Qwen3.8-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.
AI systems · Resilience · By Umair Akbar and Ahmed ElshekhThreat-model the system around the model
The model endpoint is one component. The consequential paths often run through retrieval stores, orchestration identities, evaluation data, and operator tools.
AI systems · AWS / Azure / Google Cloud · By Umair Akbar and Ahmed Elshekh