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The New Stack reports 70-fold variation in token use for the same model

The New Stack says coding-agent costs can vary by multiples depending on the harness—the software running the model—even when the model stays the same.

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1 Source, 25d ago, first seen 25d ago

TLDR

The New Stack reports that Aider, Claude Code and OpenClaw ran an identical model, yet token use varied 70-fold. Its analysis examines three benchmarks to trace where the extra tokens come from and how the harness running a model can affect costs.

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1 Source, first seen 25d ago

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Combined views

706

1 Source, first seen 25d ago

1 likes3 saves

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1 Source

@thenewstackThe same model can have a very different cost depending on the harness running it. @janakiramm looks at three benchmarks to uncover where those extra tokens come from. https://thenewstack.io/agent-harness-token-costs/25d
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    1 Source

    @thenewstackThe same model can have a very different cost depending on the harness running it. @janakiramm looks at three benchmarks to uncover where those extra tokens come from. https://thenewstack.io/agent-harness-token-costs/25d
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