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I’m excited to share that I’ll be speaking at MACH X in Toronto this April! The AI architecture landscape is moving rapidly from single-model interactions to complex, multi-agentic systems. Autonomous agents must coordinate, reason, and execute tasks across different environments using fragmented frameworks, tools and controls. Outshift by Cisco has been helping organizations navigate this transition through AGNTCY.org—a Linux Foundation open-source project building the foundational infrastructure for agent-to-agent collaboration at scale to realize the Internet of Agents. Through AGNTCY, we are building the foundational stack to solve for four critical pillars of multi-agentic systems: interoperability, identity, communication, and observability. At MACH X, I’ll be diving into the architecture behind AGNTCY and how we are approaching these challenges to move from experimental prototypes to production-grade systems. If you’re wrestling with the complexity of scaling agentic workflows, or eager to hear what’s working and what’s not for organizations building and embedding AI across their business, check out some of the awesome sessions at MACH X, and come find Magne Vange and I at the event! 📍 Toronto | April 28–29, 2026 Registration: https://lnkd.in/eH23vwj2 MACH Alliance Outshift by Cisco Rich Gold Nick Gill Charles Li