$HOLLAR

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@slatro_eth

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More tool variety tells us less about an agent’s success than we might expect. In @SentientAGI ’s analysis of 13K+ OfficeQA runs, successful agents used slightly more varied tools. But that difference was only a weak signal for predicting success. That’s what makes this finding

AI visual note: Four histograms titled 'Tool Diversity (entropy) by agent × outcome' showing distributions for gpass, codav, openhands-sdk, and opencode, with statistical comparisons between pass and fail outcomes.

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