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Breaking down MCP Model Context Protocol with AWS guru Harshit Kholi episode artwork

EPISODE · Mar 11, 2026 · 26 MIN

Breaking down MCP Model Context Protocol with AWS guru Harshit Kholi

from Winners' Circle · host Business Intelligence Group Winners' Circle

In this episode, Russ speaks with AWS Senior Technical Account Manager and streaming AI specialist Harshit Kohli about the emerging role of the Model Context Protocol in enterprise AI. The conversation explores why AI deployments stall inside large organizations, how MCP changes the architectural map, and what enterprises should expect as streaming intelligence becomes mainstream.Kohli also breaks down security risks, modernization pressures, and why real time AI will force companies to rethink how they govern access to their systems. This is a fast, practical look at the infrastructure shift happening under today’s AI hype cycle.Guest: Harshit KohliLinkedIn: https://www.linkedin.com/in/harshit-kohli-99801543/Chapters00:00 Welcome to the Winner’s Circle00:42 Harshit’s background and AWS role02:11 What the Model Context Protocol actually solves04:00 Why MCP matters for enterprise scale06:25 Real use cases emerging from early adopters09:10 Streaming AI and real time context11:18 New security challenges raised by continuous data flow14:00 Batch versus real time architectures17:05 How AI turns cloud data from storage into action20:15 What legacy systems lose in the next five years23:30 Private LLMs and regulated industries25:10 The biggest misconception about AI adoption26:30 Closing thoughtsIf you enjoy the show, follow new episodes and subscribe at:www.bintelligence.com/podcast

Episode metadata supplied by the publisher feed · Published Mar 11, 2026

What this episode covers

In this episode, Russ speaks with AWS Senior Technical Account Manager and streaming AI specialist Harshit Kohli about the emerging role of the Model Context Protocol in enterprise AI. The conversation explores why AI deployments stall inside large organizations, how MCP changes the architectural map, and what enterprises should expect as streaming intelligence becomes mainstream.Kohli also breaks down security risks, modernization pressures, and why real time AI will force companies to rethink how they govern access to their systems. This is a fast, practical look at the infrastructure shift happening under today’s AI hype cycle.Guest: Harshit KohliLinkedIn: https://www.linkedin.com/in/harshit-kohli-99801543/Chapters00:00 Welcome to the Winner’s Circle00:42 Harshit’s background and AWS role02:11 What the Model Context Protocol actually solves04:00 Why MCP matters for enterprise scale06:25 Real use cases emerging from early adopters09:10 Streaming AI and real time context11:18 New security challenges raised by continuous data flow14:00 Batch versus real time architectures17:05 How AI turns cloud data from storage into action20:15 What legacy systems lose in the next five years23:30 Private LLMs and regulated industries25:10 The biggest misconception about AI adoption26:30 Closing thoughtsIf you enjoy the show, follow new episodes and subscribe at:www.bintelligence.com/podcast

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Breaking down MCP Model Context Protocol with AWS guru Harshit Kholi

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This episode is 26 minutes long.

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This episode was published on March 11, 2026.

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In this episode, Russ speaks with AWS Senior Technical Account Manager and streaming AI specialist Harshit Kohli about the emerging role of the Model Context Protocol in enterprise AI. The conversation explores why AI deployments stall inside large...

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