Is the industry ready for tokens-constrained work?
The article discusses the challenges of 'token-constrained' work in software development, where LLM usage limits hinder productivity. It examines the friction between human developers and AI agents when workflows are interrupted by resource caps.
Why it matters
It highlights the practical operational bottlenecks companies face as they integrate AI agents into professional software development workflows.
A few days ago I read one of those stories we’re all familiar with by now: a guy in a consultancy company ran out of tokens for the day, went to his manager asking for more and got back an answer along the lines of “That’s what we give everyone, you’ll have to make do”. Clearly the guy was the classical cog software developer moving tasks on a board, reading the post and his answers to people. He admitted he had (or thought so) nothing else to do for the day, or anyway until the limit reset.
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