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Quesma / Hacker News

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2026-07-20

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  1. 2026-07-20 / HACKER NEWS'I Burned All My Tokens Researching How to Save Tokens' — Custom Deep Research Pipeline Post-MortemQuesma published a build log of a custom deep-research pipeline whose token-optimization effort consumed more budget than it saved, hitting 155 points and 197 comments on HN. The value is in the specifics of where multi-agent research pipelines leak tokens — redundant fan-out, re-fetching the same sources across agents, and context re-injection between stages. Directly relevant to anyone running orchestrated research agents, where the cost model is dominated by input tokens rather than generation.
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