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Enterprise generative AI workflows face scale bottlenecks when agents navigate hundreds of heterogeneous data structures. Static prompting causes context bloat and accuracy degradation known as Attention Diffusion. Google introduces an architecture using Agent Development Kit to decouple reasoning from structural requirements via a centralized metadata registry in Cloud Storage. This system externalizes schemas into high-density JSON descriptors stored outside prompts, enabling dynamic injection at runtime without code changes.
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