Expired50% confidenceOpinionExact time
The 'agents' widely used in enterprises today are essentially workflows (Workflows), where the steps are pre-planned by humans and the large model only serves as a semantic understanding and execution tool at each step.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
7/2/2026
First Seen
This claim has expired. It is kept for the record and no longer describes the current state.
Valid until: 9/30/2026(expired)
Sources
From Tokens to Agents: A Deep Dive into the Core Logic Behind AI's Key Concepts
bilibili人工智能AI大模型课程6/8/2026
Related Claims
UnverifiedThe most noteworthy direction of evolution at present is 'workflows of agents,' where each step in the workflow is a closed-loop agentic loop rather than a single prompt call.85% similarVerified工作流（Workflow）是确定性的，预先定义节点顺序；Agent模式是自主性的，由大模型自主决定调用工具和步骤79% similarUnverifiedIn workflow-type agents, the execution path is pre-designed by humans, whereas an Agent Loop lets the model autonomously plan what to do next.74% similarUnverifiedAgent Workflow technically relies on the ReAct framework, Function Calling, and multi-agent collaboration mechanisms.73% similarUnverifiedWhen decision-making is handed over to an LLM, the system transforms from a fixed Workflow into a true AI Agent.73% similar
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