Project / 03
Personal Project
Ongoing systems
AI Workflow Automation with n8n
From trigger to action with reasoning in between.
Multi-step systems connecting LLMs, APIs, webhooks, databases and external services with validation built into the flow.
Problem Manual handoffs stall when the work already has a clear trigger and a required action.
Idea Put reasoning between the trigger and the action, then validate before anything moves on.
n8n / LLMs / APIs / Webhooks
How it works
A trigger starts the flow. Models, APIs and services do the work. Validation decides what is allowed to continue.
Architecture
Triggers, LLM steps, API calls, webhooks, databases and validation gates.
Screenshots
Learnings
Automation fails quietly if validation is an afterthought.
Next steps
Add more validation gates where a quiet failure would stall the work.