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Practical patterns for shipping with model help.
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Prepaid Credit, Refunds, and Unused Balance
A practical walkthrough of prepaid API balances, usage accounting, refund eligibility, and safe shutdown checks.
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EN
Inexpensive Models for Lint-Style Checks
A numbered walkthrough for building useful AI lint checks with narrow rules, structured findings, bounded costs, and reliable CI behavior.
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Stop Long Agent Sessions from Draining Credit
A numbered engineering walkthrough for controlling agent costs with bounded context, targeted tool output, checkpoints, and explicit stop conditions.
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How Weekly Capacity Ceilings Behave
A numbered engineering walkthrough of weekly capacity ceilings, reset windows, accounting, retries, and safe fallback behavior.
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Pay-As-You-Go or Capacity: Find the Break-Even
A numbered engineering walkthrough for comparing usage billing with capacity commitments, including workload mix, overflow, and operational costs.