Author

L. Engelhardt

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Preprint Jul 2026

A Tool-Invariant Framework for Teaching and Assessing Computational Methods in the Age of Agentic AI

This paper organizes requirements into a tool-invariant framework spanning single-digit addition to agent-orchestrated molecular dynamics, argues that verification -- not code authorship -- is now the load-bearing skill, and draws the consequence for assessment.

L. Engelhardt · 0 citations