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Introduction You trained a model. 98% accuracy on cross-validation. You’re happy. The team lead pats you on the shoulder. The model goes to production. And three days later, the product manager brings a revenue drop chart and quietly asks: “Are you sure this worked?” Sound familiar? If not, it means either you’re a genius — […]

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Most legacy PHP applications work. That is the awkward part. The code is messy, the architecture is dated, the deploys are nervous, but the application ships value every day, which means a full rewrite is the worst possible plan. Rewrites kill momentum, freeze features, and rarely deliver what the original system already does. The honest

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