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Organizations often struggle to scale AI prototypes into production because of missing robustness, state management, and governance. Frameworks like LangGraph, Crew AI, and Google ADK are critical for operationalizing agentic flows. These platforms enable graph-based coordination, durable state, and modular orchestration across complex enterprise workflows, empowering analysts, engineers, and data scientists to productionalize agentic AI at scale within their organizations. Our cofounder Satyabrata Samanta distills these concepts with concrete examples and spotlights the initiatives our teams at Surge Datalab have been pioneering on this frontier #agenticai #enterpriseai #generativeai #aiengineering #llmops #aiarchitecture #appliedai #autonomousagents #decisionintelligence #aigovernance #productionai #digitaltransformation #surgedatalab #aiforenterprises