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<p>We built an evaluation studio for generative video and image models, nine of them across four vendors, so identity drift, distorted motion, and quality regressions are caught on reproducible evidence before customers ever see them.</p>
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<h3>A production engine rebuilt in two weeks, with zero downtime</h3>
<p>Java to Python, verified against the real clients and cut over without freezing releases or rolling anything back.</p>
<h3>200k lines of Java rebuilt as 50k of Python, in two weeks</h3>
<p>A consumer AI video product's engine had become the bottleneck. Its dev environment went down almost every day for two to three months, and a mobile app launch slipped three or four times waiting on it. We rebuilt it from the ground up, verified against the real clients, and cut over in <em class="k">two weeks</em> with zero rollbacks and no downtime. A quarter of the code, and the daily outages stopped.</p>
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