Octopus Role Benchmarks
Rank by pure role quality, balanced value or effective task cost.
Recommended role lineup
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| # | Model | Balanced Score ↑ | Cost / Task | Notes |
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Unranked models
Models present in CommandCode but not included in the AA-based ranking. Verified external identity and stealth status are shown separately; external benchmarks never enter the Octopus score.
Balanced trades role quality against effective task cost. Budget ranks each role using 40% role quality and 60% affordability; task cost remains visible separately. Quality ignores price entirely. See methodology for the exact role formula, task-cost normalization and CAI estimation validation.