Rafii Ahmad Fahreza
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AI / Automation· 2025

Workflow Automation Platform

Orchestrating agentic loops and external integrations seamlessly.

n8nPostgreSQLDockerREST APIsAI Orchestration
Workflow Automation Platform

Overview

Writing ad-hoc Python scripts for every integration becomes unmaintainable. This platform establishes a centralized visual workflow manager that orchestrates tasks asynchronously.

By using n8n hosted inside Docker, we build scalable loops that check databases, invoke AI models, post notifications, and sync calendar dates automatically.

Architecture

Workflows are configured with webhooks, cron jobs, and database triggers. If a user uploads a file, a webhook triggers a workflow that embeds and indexes the text, then generates study events.

We use PostgreSQL to store intermediate execution states, ensuring workflows can recover gracefully from network interruptions or API limits.

Visual Orchestration

Track complex conditional flows and AI chains with detailed execution logs.

Dockerized Portability

Entire stack is containerized for seamless deployment and local orchestration.

Outcomes

Docker

Deploy environment

10+

Integration nodes

Created a robust integration framework capable of automating document parsing, calendar scheduling, and AI-prompt chain executions with high stability.