Are Agentic Workflows Actually a Game-Changer?

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In this video, you get a practical, no-hype breakdown of agentic workflows and how tools like Claude Code can be used to build real automation in code, when they are worth using, and when tools like n8n are still the better choice. A free GitHub repo is linked in the description so you can follow along and build the same workflows yourself.

What's covered:

What agentic workflows actually are and how they differ from visual automation tools
A simple workflow loop for coding agents: plan, build, test, and commit
How Claude Code can scaffold, build, test, and version-control Python workflows with minimal input
When agentic workflows are a good fit and where they introduce risk or complexity
A clear comparison of n8n vs agentic workflows, including strengths and weaknesses of each

Deploying workflows to the cloud
Using Git for version control, rollback, and iteration
Adding persistence with a SQLite database stored in Modal to avoid repeat results

Tooling combinations:
Using n8n as a safeguard layer for approvals and sensitive actions
Leveraging n8n’s built-in integrations alongside code-based workflows
Letting agentic workflows handle complex logic while n8n handles control and visibility

If you want to start building agentic workflows, check out the free github repo in the description.

Chapters:
0:00 - Overview
2:57 - n8n vs agentic workflows
6:00 - Building your first agentic workflow
13:34 - Deploying to Modal
17:47 - Database on Modal
19:17 - 2nd example
21:46 - Desktop UIs
22:31 - Combining n8n and agentic workflows