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Kumar Gaurav

AI-native architecture, agentic protocols, and what actually ships.

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01 HANDLER · /engineering-leadership · stage 1 of 4

Wire the tools

Agents are only as good as what they can reach. MCP servers give them governed access to code, tickets, designs and test systems, without a one-off integration for each.

next → Orchestrate agents