Vladimir shows internal AI harnesses

- Vladimir described his team’s internal AI tooling: custom harnesses for dev cycles, auto-review loops, and parallel iOS/browser test orchestration. - He names specific patterns: auto code review pipelines, parallelized device farms, and integrated harnesses that gate merges with AI checks. - These in‑house investments show how companies are trading vendor reliance for control over developer workflow and release confidence. (x.com)