AI by Hand ✍️

AI by Hand ✍️

The Compaction Bill

What a summary call costs

Prof. Tom Yeh's avatar
Prof. Tom Yeh
Aug 19, 2026
∙ Paid

Library › Context Problems

  1. The Context Window

  2. Window Occupancy

  3. Growth per Turn

  4. Remaining Space

  5. Turn Budget

  6. Retrieval Footprint

  7. Retrieval per Turn

  8. Search Rounds

  9. Window Sizing

  10. Truncation

  11. Compaction

  12. The Compaction Bill

  13. Compacted Retrieval

  14. The Compaction Threshold

  15. Verbatim Tail

  16. Stateless API

  17. Retrieval Cost

  18. Context Tax

  19. Quadratic Cost

  20. Cost Forecast

Compacting is itself a call to the model, and it is billed like any other. The model reads the whole window to write the summary, system prompt included, and that is the input. Then it writes the summary one token at a time, and that is the output, priced several times higher. So a summary that is a quarter the size of the history is nowhere near a quarter of the bill.

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