Engineering Team Exhausts Company's Entire Weekly AI Token Quota by Tuesday, Institutes Rationing
Senior staff get tokens first. Interns may generate code between 2 and 4 a.m., when the model is "less busy."
AUSTIN — The 140-person engineering organization at fintech company Bramble has consumed its entire weekly allocation of cloud model tokens by 11:20 a.m. Tuesday for the sixth consecutive week, prompting the introduction of a formal rationing system that leadership describes as "temporary" and engineers describe as "the Hunger Games with a rate limiter."
"Every request goes into one shared pool," explained Theo Vanterpool, head of platform. "One hundred and forty people opened their coding assistants Monday morning and said 'refactor this.' By lunch the pool was a puddle. By Tuesday it was a memory."
Under the new policy, staff engineers receive an uncontested token budget, senior engineers receive tokens "as available," and interns are permitted to use the assistant between 2 and 4 a.m., a window the company chose because the model "is less busy then" and because the interns "seem to be up anyway."
Engineers reported that the ThrottlingException error message has become the most-read text at the company, surpassing the employee handbook and the README. One developer said she now recognizes the error "by shape" before it finishes loading.
The company has requested a quota increase, enabled multi-region routing, added a caching layer, and asked engineers to set a maximum output length "so the model stops reserving a novel every time it answers a yes-or-no question." Those measures bought the team until Wednesday.
"We are not upset," Vanterpool said. "This is a sign of adoption. Adoption is what we wanted. We just wanted it to be spread out a little, like over the days of the week that exist."
At press time, a senior engineer had been seen offering an intern a Wednesday afternoon token slot in exchange for reviewing his pull request by hand.