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Operationsยท6 min read

Controlling Agent Costs Before They Control You

Agents fail open on spend. The handful of habits that keep a useful agent from becoming an expensive one.

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Controlling Agent Costs Before They Control You

A chatbot costs one call. An agent loops โ€” and every loop spends tokens. Cost discipline is an operational skill, not an afterthought.

Where the money goes

  • Long context re-sent on every turn.
  • Over-long loops that retry instead of stopping.
  • Frontier models doing clerical work.

Habits that pay

  1. Cap the loop. A hard limit on steps prevents a confused agent from spending forever.
  2. Trim context. Summarize old turns instead of resending them verbatim.
  3. Cache the stable stuff. System prompts and reference docs that don't change should be cached, not re-billed.
  4. Route by difficulty. Send the easy 80% to a cheaper model.

Make spend visible

Log tokens per run and watch the trend. Costs rarely spike โ€” they drift. The team that reviews a weekly cost-per-task number catches the drift while it's still cheap to fix.

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