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Agentic AI represents a distinct architectural domain requiring non-deterministic workflows, tool-calling capabilities, and goal-oriented orchestration rather than traditional deterministic automation.

Impact: Organizations must redesign system boundaries and orchestration layers to accommodate autonomous decision-making, preventing integration failures and operational bottlenecks.

— from Scaling Agentic AI: Platform Engineering, Risk, and Cost Strategy · The InfoQ Podcast· Mar 25, 2026