A GPU-heavy generative system where sampling steps dominate the bill and one bad image is a headline. The signal is the diffusion serving pipeline, the cost levers on per-image GPU time, and a mandatory two-sided safety layer.
Updated Aug 2026 · Grounded in real Applied AI Engineer interview loops and written to a senior-engineer editorial bar.
A GPU-heavy generative system where sampling steps dominate the bill and one bad image is a headline. The signal is the diffusion serving pipeline, the cost levers on per-image GPU time, and a mandatory two-sided safety layer.
No comments yet — be the first to share your approach.
