🧩AI Operational Layer
What Sits Under the Future of Work?
AI is no longer just tools or models. It is becoming the operating layer that connects people, systems, decisions, and execution across modern organizations.
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🧭 Human System
AI as a Workforce and Talent Operating Layer
Stuart McClure
CEO and Founder, Wethos AI | AI and Cybersecurity Thought Leader
Drawing from decades of building AI driven cybersecurity and enterprise systems, Stuart explores how AI becomes the operating layer for human performance. His talk focuses on using predictive and generative AI to understand traits, biases, and behavioral patterns at scale. This enables dynamic team design, real time performance optimization, and AI powered talent placement.
Rather than static org charts and fixed roles, Stuart outlines what AI native organizations look like when intelligence continuously aligns people, incentives, and execution.
🧠 System Layer
AI as an Infrastructure and Systems Operating Layer
Miguel Caballero Pinto
Startup Advisor at Braid Theory | Software Engineering Manager at Harmonic
Miguel’s session connects to the System Layer by showing how AI becomes embedded into a startup’s core infrastructure. He will discuss structuring data so agents can operate effectively, redesigning workflows for automation across systems, and shifting culture to support architectural change.
Together, these elements show how AI moves from experimentation to a scalable operating layer within an organization
👁️ Execution Layer
AI as a Workflow and Productivity Operating Layer
Tony Xiong
Founder of Bubbl
Tony shares how AI integrates directly into daily workflows. As the founder of an AI native conversational assistant, he explores how AI can filter signal from noise, surface insights across platforms, and generate actionable next steps.
This layer examines how AI shifts from background model to active operating partner, augmenting communication, coordination, and productivity in real time.
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🗓 Event Schedule
6:00 PM to 6:30 PM
Networking and arrivals
6:30 PM to 7:30 PM
Speaker sessions and discussion
7:30 PM to 8:00 PM
Closing remarks, networking, and community connection
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📅 Wednesday, March 11
⏰ 6:00 PM to 8:00 PM
📍 JCC Merage | Irvine, California
🎟 Tickets available on Luma