model-agnostic agentic AI infrastructure that transforms natural-language goals into verified actions. It orchestrates local, edge, on-premise, and cloud AI models with tools and specialized agents through Plan → Act → Observe → Verify workflows, while providing autonomous failure recovery, loop detection, execution safeguards, and outcome verification.
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