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Nik Malykhin

1 articles by Nik Malykhin.

AI & ML — The Archaeologist’s Copilot

The Archaeologist’s Copilot

This article explains the approach I used to modernize a Java 1.5 codebase that no longer built reliably on modern machines. My early use of LLMs gave me plausible answers that did not hold up in the codebase. Progress came when I grounded the process in evidence, using AI to support analysis, validation in a stable Docker environment, and gradual refactoring protected by tests. The main takeaway

NMNik Malykhin·July 16, 2026AI & ML