NODES / FLOW / FIELD NOTES

AI and n8n automation

I design workflows for content generation, lead handling, video processing and automated publishing.

Automation is a process

A single workflow can look impressive, but queues, retries, observability and a clear human checkpoint are what turn it into a tool you can trust.

Raw Animals: from idea to scheduled publishing

In Raw Animals I treated AI as part of a complete production line. One topic or file in Google Drive could start scripting, generation, assembly, copy and publishing, with a human checkpoint where it mattered.

Preview of the Raw Animals content automation workflowFIELD NOTE

ORCHESTRATION

n8n connects many small responsibilities

The workflow read from Drive or Sheets, passed context to AI agents, called external APIs, stored task identifiers and checked statuses. Delays, conditions and retries were necessary because video generation is not immediate.

PRODUCTION

From short clips to a finished format

I built variants for videos, AI image posts and Explained by Emoji with a custom Remotion renderer. A piece could pass through script, TTS narration, a safe 9:16 or 16:9 frame and final render before reaching Postiz.

RELIABILITY

The queue remembers what happened

For larger batches PostgreSQL stored topics, statuses, attempt counts, history and content fingerprints. This made it possible to resume after failure, route difficult cases to review and limit duplicates.

OPERATIONS

Containers are part of the solution

On a Linux server I operated n8n, Postiz, PostgreSQL, Redis, the renderer and helper services in Docker. I handled volumes, connections, schedules, file cleanup and safe API key storage.

Technology follows the constraint.

The stack below is a map of the examples on this page, not a shopping list. I choose only what the problem can justify and what the next person can maintain.

  • n8n
  • AI
  • API
  • Linux

NEXT ITERATION

Have a similar problem to untangle?

Tell me what should work better. I will help turn the first conversation into a realistic scope and a maintainable solution.

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