Unverified50% confidencePredictionExact time
A tiered landscape will emerge in the future: the most complex processes will still require explicit workflow construction interfaces, while most tasks can be compressed into goal descriptions plus evaluation instructions.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/9/2026
First Seen
Valid until: 1/7/2027
Sources
Related Entities
Related Claims
VerifiedThe planning module is responsible for decomposing complex tasks into a sequence of executable subtasks.75% similarUnverifiedTool ease-of-use solves the technical implementation problem, but understanding business scenarios, designing task decomposition logic, and handling exceptions still require systematic thinking and accumulated practical experience.75% similarUnverifiedLong-horizon tasks require models to continuously plan, decompose subtasks, invoke tools, process intermediate results, and deliver complete runnable artifacts, making them an important dimension for distinguishing models' actual engineering capabilities.74% similarUnverifiedBuilding complex tasks or enterprise-level agents still requires manual construction74% similar
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