Reading up on Scouts

PostHog shares 38 lessons from four years of building AI products, emphasizing context over models, agent‑first design, reliability, and leveraging internal data as a moat.

The article presents a practical framework for deciding how much autonomy to grant AI agents based on task checkability and undo cost, outlining four levels from assistant to self‑driving mode.