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Vals AI ran GPT 6 Sol and Claude Opus 5.5 on 50 apps, solo and as teams. Teams cost 1.8 to 5.1 times as much; only Sol at medium effort scored significantly higher.
Dynamic workflows, in beta for Claude Managed Agents from today, let an agent write a program that runs many agents in phases on Anthropic's servers and combines what they return. The catch is the bill: every agent in a run uses tokens.