Note

May 14, 2026

1 min read

Don’t Build Your Operating System on a Quota

By Cristiano Pierry

A reflection on moving daily AI automations from quota-constrained tooling to a more reliable operating layer.

aiautomationcodexworkflow

I have had enough of Claude’s limited token availability.

I’m migrating my Cloud Co-work automations to Codex.

I keep running out of Claude tokens. Not occasionally. Constantly.

At this point, even basic follow-up questions can hit the limit quickly enough that the workflow becomes hard to rely on. And once a workflow stops being reliable, it stops feeling like leverage and starts feeling like tech debt.

So I’m moving the automations over to Codex, and I’m canceling my Claude subscription.

Naturally, I asked Codex to help with the migration.

It is happily doing the work of replacing the system that used to do the work.

There is probably a lesson in there somewhere about abundant intelligence, brittle workflows, and the danger of building your daily operating system on top of a quota you keep exhausting.

This writing reflects my personal perspectives on product management, AI, and content discovery. It does not represent the official position of my employer or any affiliated organization.