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Stop Decorating Invoices: Why Multi-Agent Systems Fail the Token Multiplier Test

4.7 times the tokens. That is what every coordinated arm paid in a controlled study of thirteen enterprise workflows, and the success gains were usually small and rarely significant. The setup is what makes the number worth your attention. Same model. Same tasks. Same tools. Only the architecture c…

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  1. 2026-11-12 00:52 · DEV Community — AI
    Stop Decorating Invoices: Why Multi-Agent Systems Fail the Token Multiplier Test

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