DIGITIMES Intelligence observes that AI applications are moving through a clear progression: from early classification AI focused on feature recognition, to generative AI capable of creating content, and toward a broader shift into the agentic AI era in 2027. Agentic AI is expected to multiply compute demand, while multi-step reasoning introduces new risks to task quality. Efficient control of total token consumption and reliable task-quality management will therefore become critical to commercial deployment.
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