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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.


Thursday April 2, 2026 3:35pm - 4:00pm EDT
Tool sprawl is a common failure mode for enterprise agents: the more tools an agent can reach, the less predictable it becomes—driving hallucinations, higher token costs, and larger security blast radius. Scaling agents safely requires specialization enforced by capability boundaries, not just better prompts.

This talk explores MCP best practices through a managed implementation where MCP servers are declared as explicit collections of tools and treated as governed objects. Specialization comes from two independent boundaries: (1) the MCP server definition limits the tool surface an agent can even access, and (2) RBAC still applies inside that server—so a user can only invoke tools they’re authorized to use, even if they can access the server that contains them.

Together, these boundaries reduce sprawl while improving operability: agents become easier to reason about, costs drop because fewer tools are in play, and least privilege is enforced with practical, role-aligned granularity.
Speakers
avatar for Josh Reini

Josh Reini

Developer Advocate, Snowflake
Josh is a developer advocate for Snowflake, previously at TruEra (recently acquired by Snowflake). He is also a maintainer of open-source TruLens, a library to systematically track and evaluate LLM based applications.

Josh has delivered tech talks and workshops to thousands of developers at events including PyData, Global AI Conference, NYC Dev Day, LLMs and the Generative AI Revolution, AI developer meetups including AI Camp and Unstructured SF Meetup... Read More →
avatar for Reetika Roy

Reetika Roy

Staff Software Engineer, Snowflake
Staff Software Engineer, Snowflake
Thursday April 2, 2026 3:35pm - 4:00pm EDT
Juilliard Complex (5th Floor)
  Apps and Agents

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