Engineering CultureFeatured
AI Moved the Bottleneck — and this time it landed in product
We ran out of stories. Our AI pipeline moved faster than product could spec new work. The bottleneck didn't disappear when we shifted left — it migrated.
We ran out of stories. Our AI pipeline moved faster than product could spec new work. The bottleneck didn't disappear when we shifted left — it migrated.
AI makes seniors faster and juniors easier to skip — right when the industry needs more seniors, not fewer. A pipeline problem, not a productivity story.
AI isn't replacing QE — it's making the discipline more essential. The judgment behind good testing is exactly what AI can't supply.