Agentic
Timeline (last 90 days)
Directions such as LLM, Agentic, VLA, multimodal, robotics, or foundation models have become the absolute focus of industry ML research since 2023, with many related internship positions and high salaries, but fierce competition.
The execution process of the Agentic paradigm is a black box that is uncontrollable and may fall into infinite loops or excessive Token consumption.
In business environments requiring strong controllability, the Workflow paradigm should be adopted; the flexibility of the Agentic paradigm is better suited for general-purpose applications, and a hybrid architecture of Agentic + Workflow can be built.
Agentic systems are capable of autonomously formulating plans, decomposing subtasks, calling tools, and iteratively executing, without requiring explicit human instruction for each step.
The capability goal (soul) of recent Nemotron models is focused on Agentic capabilities.
The Agentic school is flexible but the execution process is a black box, with uncontrollable risks such as infinite loops and excessive Token consumption.
All Facts (6)
Agentic systems are capable of autonomously formulating plans, decomposing subtasks, calling tools, and iteratively executing, without requiring explicit human instruction for each step.
60%UnverifiedDirections such as LLM, Agentic, VLA, multimodal, robotics, or foundation models have become the absolute focus of industry ML research since 2023, with many related internship positions and high salaries, but fierce competition.
50%UnverifiedThe execution process of the Agentic paradigm is a black box that is uncontrollable and may fall into infinite loops or excessive Token consumption.
50%UnverifiedIn business environments requiring strong controllability, the Workflow paradigm should be adopted; the flexibility of the Agentic paradigm is better suited for general-purpose applications, and a hybrid architecture of Agentic + Workflow can be built.
50%UnverifiedThe capability goal (soul) of recent Nemotron models is focused on Agentic capabilities.
50%UnverifiedThe Agentic school is flexible but the execution process is a black box, with uncontrollable risks such as infinite loops and excessive Token consumption.
50%