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.
Blog
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.
When Everyone Can Build, What Becomes Valuable?
AI is making software and intelligent machines easier to build. As capability becomes abundant, value shifts to trust, integration, judgment, and adoption.
From Blanket LLM Access to Specific AI Services (SAIS)
LLM access alone does not create organizational value. The current phase of AI adoption focuses on Specific AI Services (SAIS): tools built around defined workflows, human judgment, measurable outcomes, and transparent costs.
Consensus Is Not Truth: The Iconic Landmark Problem in Research and Everyday Prompts
What's been published or said most often is not necessarily what's accurate or complete. Mistaking "most common" for "true" is becoming a real problem.