Sammy Orangkhadivi
Independent research and writing on technology, intelligent systems, data, finance, and the architecture of complex organizations.
From Copilots to Controlled Digital Operations
A Practical Architecture for Governed Multi-Agent Orchestration and Stateful Workflow Graphs
An architecture for inserting non-deterministic agent reasoning into durable enterprise workflows without surrendering control: evidence and trust as first-class workflow state, separation of reasoning authority from execution authority, routing on evidence and deterministic verification rather than model confidence, and a fit test for when agents should not be used.
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Sammy Orangkhadivi is an enterprise AI and data architecture leader focused on designing and operationalizing AI systems for complex business environments.