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<p class="lede">A client's AI music-video engine had outgrown its first codebase. Reverts were frequent and the mobile apps broke in ways nobody caught until users did.</p>
<p>We rebuilt it from Java to Python, contract-first and verified against the real mobile clients before a line shipped, then cut over in <em class="k">two weeks</em> with nothing rolled back. If your AI product has outgrown its first codebase and now costs you speed, that is the work we do.</p>
<p class="note">Across the quarter we shipped 116 updates to production and grew the team from 15 to 20.</p>
<p class="note">This quarter we shipped 116 updates to production. The team is now 20, up from 15.</p>
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