Cache-Aware Agent Architecture: Why Cache Topology Is Becoming a Core Engineering Discipline

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AI teams have spent the last two years improving prompts. That was necessary, but production agent systems now face a different bottleneck: repeated context rebuilds across steps, retries, and tool workflows. Cache-aware architecture is no longer an infrastructure tweak; it now shapes prompt assembly, route design, workflow boundaries, and unit economics.