Enterprises Adopt Hybrid AI Model That Separates Decision-Making from Execution for Safer Infrastructure Management

Nov 15, 2025
Itential
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Summary

Major enterprises deploy revolutionary hybrid AI infrastructure model that splits artificial intelligence decision-making from deterministic execution, allowing AI agents to analyze and recommend changes while orchestration systems safely implement them with built-in guardrails and compliance controls.

Key Points

  • Enterprises are moving beyond rigid deterministic automation toward a hybrid model that combines AI reasoning for decision-making with deterministic execution for control and compliance
  • Itential's orchestration platform serves as the governance fabric that allows AI to generate and propose atomic actions while ensuring they execute safely within policy boundaries and validation frameworks
  • The future infrastructure model separates thinking from doing - AI agents analyze context and recommend changes while orchestration systems execute those changes with built-in guardrails, audit trails, and rollback capabilities

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