Essay

Evaluating Inference Strategies for a Customer Service Chatbot

You are the lead engineer for a new AI-powered customer service chatbot for a large e-commerce company. Your team has proposed two different inference configurations. Configuration A uses a simple, fast decoding method that sometimes produces generic or slightly inaccurate responses but ensures a near-instant reply to the customer. Configuration B uses a more complex, computationally intensive search algorithm that generates highly accurate, detailed, and helpful answers but introduces a noticeable delay of several seconds. Evaluate the potential business impacts of each configuration and argue which one you would recommend for deployment. Justify your choice by explaining the trade-offs involved.

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Updated 2025-10-07

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Ch.5 Inference - Foundations of Large Language Models

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