If LLMs Can Speak Mathematics, Where Does the Expert Stand?
Mathematical modeling translates reality into variables, relationships, and constraints. LLMs can assist, but experts ensure the resulting models remain grounded in reality.
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Technical articles on systems engineering, AI, operations research, quality and reliability, and industrial systems.
© 2026 Javad Seif. All rights reserved. This writing is original work and may not be reproduced or republished without permission.
Every Model Is a Projection
A shadow can be physically accurate and still lead us to infer a creature that never existed. What does this tell us about probability distributions, optimization models, simulations, and the limits of the frameworks we use?
When Reality Is Forced to Fit the Model
Models are simplified perspectives on reality, much like shadows. They become dangerous when their limitations distort our understanding or begin to reshape the systems they were meant to describe.