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Day 1 · Mon Nov 30

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Track two

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11:55 AM

ET

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40 min

Find the wrong evidence before your users do

Find the wrong evidence before your users do

Find the wrong evidence before your users do

Workshop

// 01 / Speaker

Nyah Macklin

Senior Developer Advocate, AI, Neo4j

Nyah Macklin is Senior Developer Advocate for AI at Neo4j and a researcher and speaker on AI, ML, ethics, governance and responsibility. They are also the founder and CTO of Afros in AI, a technical community dedicated to showcasing the many sides of AI.

Outside of work, Nyah cares about empowering, teaching and tutoring engineers, live-streaming technical deep dives, and building open-source tools that make software more accessible, explainable and community-driven.

// 02 / About this session

Your agent just gave a customer the wrong refund decision and attached a real company policy to prove it. Now the customer has a screenshot. The passage matched the question. It came from a policy version that didn’t apply to that customer on that date.

In this hands-on workshop you’ll pull apart how that happened and repair it with the simplest approach that works. Then you’ll take on a harder case, where the answer depends on connections across customer, product and policy data. A small set of checks shows when the system has found applicable evidence, and when it should stop.

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