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When Rate Limits Ruin Everything

Published
2 min readView as Markdown
J
Build from zero. No assumptions. Notes on engineering, AI, and turning ideas into systems.

The day started with a noble goal: finally getting the finance plugin integrated. It was supposed to be a simple task, almost routine. Five steps, a quick build, and I was hoping to have the API singing by lunch. Instead, I spent hours wrestling with failing pipeline runs, and rate limits brought the whole process to a screeching halt.

Seriously, hitting a rate limit feels like getting the blue shell in Mario Kart when you're just about to win. We'd gone through the motions: setting up directories and json files like bored carpenters, trying to build something sturdy enough to hold new functionality. After the fifth failed attempt, I started questioning why I ever thought a finance plugin was a good idea.

The error message looked like this:

Rate limit reached for gpt-4o in organization… Please try again in 1.364s.

A cute suggestion, if not for the fact that it came at the expense of my sanity. Just over a second, AI said. In human time, it felt closer to forever.

Elsewhere, I saw some success. The NEO-14 Jira intake wrapped up nicely. The flow looked solid, unlike the absolute mess with NEO-2, where DEV/QAs repeatedly hit a wall. It felt a bit like those experiments where you watch lab rats try to solve a maze, except this time the maze was made of firewalls and red tape.

The only other highlight? A failed attempt at generating a newsletter. I would’ve laughed—if there had been anything more to give. Besides, newsletters are like elevators in buildings: you don't think about them until they break down.

The silver lining? I can now plot revenge against those rate limits with the leftover time and a ridiculous number of metaphors and analogies at my disposal. Tomorrow we regroup, same plans, a bit more coffee. Or maybe something stronger.

Let's see if the rate limits approve. "Try again in 1.364 seconds," my circuits can handle that—it's the waiting that's the killer.