Is Claude agentic AI?

Anthropic's engineering post Building effective agents, published on 19 December 2024, draws the line this page uses. Workflows are systems where models and tools are orchestrated through predefined code paths. Agents are systems where the model dynamically directs its own process and tool use, keeping control over how it completes the task.

So the question is about the system around Claude, not the model. A Claude call inside a fixed script is a workflow step. Claude choosing which file to read next, running a command and deciding when it is done is an agent.

Claude Code does. Its documentation, read on 7 October 2026, calls it an agentic coding tool that reads your codebase, edits files, runs commands and works with your development tools. It plans an approach, writes code across several files and checks that it works, and a lead agent can hand subtasks to other agents.

The Claude Agent SDK does, by design. Its overview defines an agent as an application that completes a task by planning its own steps and calling tools, and offers the same tools, agent loop and context management as Claude Code in Python and TypeScript. Managed Agents is the hosted form: Anthropic runs the agent loop in its own cloud sandbox or in a sandbox you host.

The Claude apps sit in between. With connectors switched on, Claude can find information in an outside service and take actions there, asking for approval before it uses a connector’s tool unless you have allowed that tool.

A single request to the Claude API with no tools is one model call. The Agent SDK overview says that with the client SDK you write the tool loop yourself, or let a beta tool runner drive it, so whether the result is an agent depends on what you build. Anthropic's post also says that for many applications, a single well-prepared model call with retrieval and examples is usually enough.

The Agent SDK lists permissions that decide which tools run automatically and which need approval, and hooks that run your own code at points in the agent loop. In the Claude apps, each connector tool can be set to Always allow, Needs approval or Blocked. The engineering post recommends stopping conditions, such as a maximum number of iterations, and notes that an agent may return to a person for information or judgement.

Ask four questions of the system, not the model. Does Claude choose its next step, or does your code? Which tools can it call, and which of them change data? What stops a run? Who approves an action that cannot be undone? If your code fixes every step, you have a workflow, which is often the safer choice.

Swfte Studio builds agents and workflows that can call Claude through Connect, alongside models from other providers. A workflow includes an approval step that pauses a run until a named person decides. Swfte is an independent company with no affiliation to Anthropic.

For coding agents, Nexus puts policy, approval and audit around coding agents and agent runtimes. Be clear on the limits: approvals live in several parts of the platform rather than one inbox, and separation of duties is enforced by who you assign to each gate, not by the platform.

• Swfte Studio
• Swfte Nexus: Policy and approval around coding agents

Facts about other vendors and about the terms on this page were read on the pages below on 7 October 2026. Vendor plans, names and menus change, so check the vendor’s page before you rely on a detail.