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April 2-3, 2026
New York, NY
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IMPORTANT NOTE: Timing of sessions and room locations are subject to change.


Friday April 3, 2026 2:25pm - 2:50pm EDT
As MCP adoption grows, a challenge emerges: how do you expose 100’s of tools from a single server without overwhelming agent context windows? This talk introduces an MCP tool discovery mechanism we’ve built that dynamically loads tools. The platform works with a single discovery meta-tool on initialization, server-side state management to track agent context, and leveraging streamed MCP’s notifications/tools/list_changed to push relevant tool sets mid-session. Agents declare their problem context (incident response, monitoring etc) and receive only the tools they need, when they need them. Attendees will learn how this pattern keeps context windows lean while maintaining access to a broad tool ecosystem, with real examples showing how a single MCP server can serve diverse agent use cases without tool overload.
Speakers
avatar for Billy Hickman

Billy Hickman

Sr SDE, Amazon, Prime Video
Sr SDE from Amazon Prime Video. 10+ years experience building highly available, scalable distributed systems.
avatar for Lilia Abaibourova

Lilia Abaibourova

Principal Product Manager, Prime Video, Amazon
Lilia Abaibourova is a product and engineering leader with 15 years of experience building and scaling developer platforms and AI-first tools at Amazon, Peloton, HBO, and Microsoft. At Amazon, she leads AI enablement for Prime Video engineers, delivering agentic assistants for design... Read More →
Friday April 3, 2026 2:25pm - 2:50pm EDT
Juilliard Complex (5th Floor)
  Apps and Agents
  • Audience Experience Level Advanced
  • Session Slides Yes

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