Think beyond just saying "do this one thing".
What do you do for hours?
If all you're thinking about is code output, you're thinking too small.
https://www.anthropic.com/news/claude-4
It was given a task and it solved a problem by operating for 7 hours straight.
Your key objective is to fix a bug in the XYAZ class. Use a team of experts as sub-agents to complete the analysis, debugging and triage work for you. Delegate to them, you are the manager and orchestrator of this work.
As you delegate work, review and approve/reject their work as needed. Continue to refine until you are confident you have found a simple and robust fix"
Anecdata, but it weirdly helped me. Seemed BS for me until I tried.
Maybe because good code is contextual? Sample codes to explain concepts may be simpler than a production ready code. The model may have the capability to do both but can't properly disguished the correct thing to do.
I don't know.
If you think a lot, you can spend hundreds of dollars easily.
In my experiments, it would be enormously wasteful in token usage, doing things like re-reading all Python scripts in the current folder just to make sure all comments were up-to-date, or it re-read an R script to make sure all brackets were closed correctly. Surely that's where a good chunk of the waste comes from?
I couldn't believe how many requests I could get in. I wasn't using this full-time for an entire workweek, but I thought for sure I'd be running into the $20/month limits quickly. Yet I never did.
To be fair, I spent a lot of time cleaning up after the AI and manually coding things it couldn't figure out. It still seemed like an incredible number of tokens were being processed. I don't have concrete numbers, but it felt like I was easily getting $10-20 worth of tokens (compared to raw API prices) out of it every single day.
My guess is that they left the limits extremely generous for a while to promote adoption, and now they're tightening them up because it’s starting to overwhelm their capacity.
I can't imagine how much vibe coding you'd have to be doing to hit the limits on the $200/month plan like this article, though.