Notes from the loop.

By the time the weekly performance deck flags ad fatigue, the curve has been bending for ten days. Here's how to read the leading signals on a daily clock and swap creative before ROAS does.

Every marketing team that tries to systematically watch its competitors hits the same wall by month three. The reason isn't budget or strategy — it's a layer of bot detection most teams have never heard of, and a missing piece almost no competitor-research product ships.

Every paid-social team has the same problem nobody names: the signal you paid for last month never makes it into next month's brief. Five tools, five teams, five silos. Uboros unifies the feedback path so the next batch starts smarter than the last.