The Future of Agentic Workflows with Gemini 2.5
Agentic Workflows, LangGraph Will Scardino Agentic Workflows, LangGraph Will Scardino

The Future of Agentic Workflows with Gemini 2.5

For the past couple of weeks, I’ve been conducting experiments with a couple of different types of agentic frameworks, mainly:

  1. Workflows: predictable, code-driven pipelines with LLMs + tools.

  2. Hierarchical Agents (aka Supervisors): an agent design with dynamic feedback where a Supervisor agent guides the process by delegating to other agents; agents can take actions and make decisions with autonomy.

Supervisors have a high degree of autonomy, including making decisions around which agents to delegate to and when to end the workflow.

Agent architectures are more attractive when you want to combine already pre-built ReAct agents with existing toolsets in a workflow.

Workflows are more reliable for production apps when orchestration needs to be deterministic.

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