Workshop: Teach Token Budgets With a Reserve–Commit–Refund Ledger (80 Minutes)
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Admission control, not caching, is the cheapest reliability feature you can add to a shared model budget. A naive "check the counter, then call the model" loop overshoots under concurrency, and the overshoot stays silent until the provider starts returning quota errors midway through a class. This…
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- 2026-11-05 16:06 · DEV Community — AI
Workshop: Teach Token Budgets With a Reserve–Commit–Refund Ledger (80 Minutes)