Why it matters
Token budgets shape long agent runs. Understanding shapes ops.
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The architecture
Estimate budget: model max - system - reserve.
Track spent tokens.
Stop or summarize when near.
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How it works end to end
Model max: 128k, 200k, 1M.
Reserve for output.
Summarize old context.
Prioritize important.