During the AgentiCon Bengaluru 30-minute panel discussion, Dr. Anand Mahalingam addressed how legacy enterprises can bridge the gap with digital natives to build truly autonomous operations. Drawing from his dual perspective in enterprise architecture and AI domain expertise, Dr. Anand Mahalingam highlighted that while traditional firms treat AI as an add-on assistant, digital natives design their entire business workflows around AI-driven decisioning within explicit policy guardrails.
He explored the fundamental shift in operating economics, where AI capacity and compute costs are surpassing headcount expenditure, requiring leadership to manage model portfolios and data pipelines with the same rigour as organizational charts. Addressing legacy architecture, Dr. Anand Mahalingam stressed that autonomy does not demand ripping out core systems of record; instead, organizations should decouple decisioning layers and surround legacy systems with intelligent orchestration. He also emphasized the necessity of "data-by-design," where every customer touchpoint and operational interaction continually captures structured feedback to reinforce a defensible data moat.
Crucially, the session underscored that enterprise autonomy is earned through structured governance. Dr. Anand Mahalingam outlined the transition from traditional command-and-control management to defining "trust tiers," where human judgment is redeployed to oversight, ethics, and strategic edge cases while AI handles end-to-end execution at scale
