compact-budget-tracking-is-efficient-and-approximate

IN derived (depth 1)

The compact module tracks token budgets efficiently through an approximate but computationally fast strategy: O(1) per-line budget checks via a running character count, with token estimation based on chars/4 — a lightweight approximation avoiding external tokenizer dependencies while maintaining accuracy sufficient for budget enforcement.

Summary

The compaction system keeps track of how many tokens it has used by counting characters as it goes, dividing by four to estimate tokens. This avoids needing a real tokenizer while still being fast enough and accurate enough to stay within budget limits during summarization.

Justifications

SL — Grouping the two implementation choices that define compact's budget tracking strategy — deliberate trade of precision for efficiency

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