Free Tokens Are Not an SLO: An Ops Cost Drill for AI Batch Queues

This week, two numbers trended: a harness at 100%, a model at 30%. For platform teams, a better pair is queue age and deadline slack. This article is a cost drill for the simplest AI batch path: free tokens, free server, non-negotiable deadline.

Disclosure: This article was prepared as part of MonkeyCode's product outreach.

MonkeyCode offers free model access and a free server option. That capacity is real. It is not an SLO. The tokens cost nothing. The queue is patient. Your deadline is not.

The missing variable

Free Tokens Are Not an SLO: An Ops Cost Drill for AI Batch Queues

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