AI Engineering Reading Notes — Chapter 3: Evaluation Methodologies

How do we know an AI application is good enough? Notes on measuring predictions, testing outcomes, comparing answers, and evaluating the judges themselves.

Sep 16, 2026 · 7 min · Mohamed Ayman

AI Engineering Reading Notes — Chapter 2: Understanding Foundation Models

Understanding what shapes a foundation model: the data it learns from, its architecture, how it is trained to answer, and how it selects output tokens.

Sep 15, 2026 · 8 min · Mohamed Ayman

AI Engineering Reading Notes — Chapter 1: Foundation Models

Reading Chapter 1 of AI Engineering: how language models learn, what makes a foundation model useful, and why adapting an existing model is a practical starting point.

Sep 13, 2026 · 6 min · Mohamed Ayman