Unverified50% confidenceOpinionExact time
The multimodal stage is especially fragile—document skew, uneven lighting, and rare fonts can all trigger misreading, which is the fundamental reason visual capability has shifted from a bonus to a necessity in the agent context.
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50%
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Long-term
Relevance
10/15/2026
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