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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.

ByteDance has launched its Seed2.1 model family across Volcano Engine and Doubao, targeting complex agent tasks that require coordinated tool use and cross-environment desktop interaction.