He duplicated again. And again. Each new layer learned from the last. By frame 40, the duplicates were fixing errors Leo hadn’t even noticed—motion blur artifacts, color space mismatches, even a lingering cache corruption that had been crashing his renders for months.

The ad popped up in a flickering neon corner of a forum dedicated to high-stakes arbitrage:

F) QGIS (map layers)