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Anthropic’s system card describes a Claude Code run at max effort; Vals AI used Terminus 2. The gap is real, but these runs cannot explain its cause or tell a team which setup will work in its own coding workflow.

Enterprise buyers are being asked to treat multimodal tool use and coding scores as evidence of business output. But moving from a benchmark score to economic return depends on the unglamorous friction of permissions, harnesses, and human review.