Octopus Role Benchmarks

Rank by benchmark-vs-cost value or pure role quality.

Recommended role lineup

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#ModelBalanced Score ↑Notes

Balanced ranks role quality per CommandCode Cost per Task. Quality ignores price entirely. See methodology for the exact role formula, task-cost normalization and CAI estimation validation.