
How to Test an AI-Assisted Code Migration: What Google’s Fortran-to-Rust Port Shows
AI agents can port legacy code in an afternoon. Here’s how to prove the new version behaves like the old one: characterization tests and a parallel run.
Practical guides and perspectives on Modernization, written from real client work.

AI agents can port legacy code in an afternoon. Here’s how to prove the new version behaves like the old one: characterization tests and a parallel run.

Stuck on end-of-life PHP? A rewrite is rarely step one. Buy time safely, do the PHP upgrade one release at a time, and replace only what cannot move.

An outdated CMS is a risk, not a rebuild order. Find which of four situations you are in, what to fix this week, and when a rebuild is the right call.

AI is no longer just a future idea. It is already changing how companies work, serve customers, reduce costs, and…

AI programming is not the end of software engineering. See how AI coding tools fit abstraction history and why review, security, and accountability still…

The next big role in software delivery may not be another developer, project manager, tester, or business analyst. It may be…

AI is not removing SDLC. It is making SDLC intelligence more valuable than ever. The next era of software delivery will reward smaller, sharper, AI-powered…
If your business is thinking about redesigning its digital strategy, you’ve probably run into the “traditional CMS vs headless CMS”…

Web development trends are changing fast these days, and 2025 is shaping up to be a year full of surprises.…
Practical guides and perspectives on AI, modernization and operations, written from real client work.
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