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Comments on No. 3 of 46 · Alexander Marquardt · edition of Monday 9 November 2026

The same work on a third of the tokens: tuning a fleet of coding agents

Summary

Alexander Marquardt reports that over ten weeks of Claude Code transcripts, his fleet of parallel coding agents cut tokens per changed line 3.3x (about 2.5x when weighted by token price) and merged 4.4 times as many PRs a week on 19% fewer tokens. Most tokens were cache reads of re-sent context, so the gains came from one-task agents with a context ceiling and fewer cache expiries. It is one project run by one person with changes landing together, and rework per PR rose slightly.

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