fig1

Architecture-level reliability in LLM-based agentic AI

Figure 1. Analytical cross-layer failure chains: (A) stale state, (B) instruction-authority violation, and (C) unsafe recovery. These schematics show possible propagation paths and intervention points, not measured incidents.

Intelligent Networking and Computing
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