Case Study

Justifying the LLM Development Pipeline

As the lead AI engineer for a new large language model, you must explain to a project manager why two distinct alignment stages are necessary after the initial, large-scale training phase is complete. The project manager argues, 'We trained the model on a massive dataset from the internet. Shouldn't it already know how to be helpful and follow instructions?' Formulate a concise justification that addresses the fundamental limitation of the initial training phase and clarifies the purpose of the subsequent alignment process.

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Updated 2025-09-28

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Ch.2 Generative Models - Foundations of Large Language Models

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