Answer

seemingly correct output can still lead to wrong conclusions.

For physics and engineering work, I’ve found that deterministic calculators can be useful alongside AI because the formulas and calculations are transparent and reproducible. I recently put together a collection of free physics calculators with step-by-step solutions covering mechanics, kinematics, thermodynamics, electromagnetism, waves, and modern physics:

https://physicsfundamentals.org/calculators

AI can help explain a concept, but having the underlying calculation independently verifiable is still valuable.