You can build the most

You can build the most visually stunning workflow in the world, but if it breaks at the first sign of trouble, it is useless. That is why we bring in the heavy hitters to catch those failures and save the automation.

This morning at 9:22 AM, my Telegram pinged me before I even opened my laptop. My n8n automation agent had already crawled Hacker News, found a trending GitHub security repository, drafted both a Twitter and LinkedIn post, and delivered the full content to my phone.

The repository? RedSun. A proof-of-concept exploit showing how Windows Defender cloud tag logic can be abused to overwrite system files and escalate privileges to SYSTEM level. Windows 10/11 and Server. April 2026 patch cycle. Very real. Very timely.

How the System Works

Native HTTP Crawler No Zapier. No paid scrapers. n8n fetches Hacker News HTML directly on its own server.

Parse and Filter A Code node extracts GitHub links and cross-checks Airtable. If I already posted it, it skips. Zero duplicates.

DeepSeek Content Generator Sends the clean data to DeepSeek AI which writes a short Twitter post and a long LinkedIn post automatically.

Telegram Delivery The drafted content lands on my phone. I read it, approve, then post manually. The X and LinkedIn nodes are intentionally disconnected for now. Human eyes before anything goes live. That is the rule.

Error Guard A parallel Error Trigger node monitors the entire flow. If anything breaks, I get an instant Telegram alert. Nothing dies silently.

I build these systems for businesses. Content pipelines, CRM sync, lead capture automation, you name it. Send me a DM and I will break down what I can build for your operation.

New automation drop every single day. Follow the thread.