n8n / automation / ai agents
I'm an automation nerd who spends way too much time thinking about how to save 5 minutes. Over the past year, I've built n8n workflows that have saved me 165+ hours. Here's what I've been working on.
Selected Work
01
I got tired of logging expenses manually. Now my bank SMS gets parsed by AI and logged to Google Sheets automatically. Takes about 2 seconds per transaction instead of... never getting done.
Like most people, I never logged my transactions consistently. By the end of the month, I had no idea where my money went.
Bank SMS → Webhook → Gemini AI parses amount, merchant, type → Routes to correct column → Google Sheets. Groq as fallback when Gemini is being slow.
02
I watch tech videos anyway. This turns those into LinkedIn posts. AI checks if it's relevant to my niche, writes a draft, and asks me on WhatsApp to approve before posting.
Writing consistent LinkedIn content takes forever. I'd spend 45 minutes on a single post, then get inconsistent for weeks.
YouTube video → Extract transcript → AI checks relevance → Generates post in my writing style → WhatsApp for approval → Posts to LinkedIn. Smart chunking for long videos.
03
Most jobs are announced in posts before they hit job boards. This scrapes LinkedIn, filters hiring posts with AI, and writes personalized outreach messages. I just approve and send.
The official job board is a graveyard of old listings. The real opportunities are in posts from hiring managers, but tracking those manually is a full-time job.
Scheduled scrape every 6 hours → AI classifies hiring vs noise → Extracts contact info → Generates personalized message using my background → WhatsApp approval → Tracks everything in Sheets.
How I think
I don't believe in automating everything. Some things are better done by hand—the creative work, the relationship building, the thinking. But data entry? Scheduling? Scraping? Those are a waste of human attention.
Every workflow I build has a human approval step. I don't trust AI to make decisions for me—but I do trust it to do the prep work so I can make better decisions faster.
I'm a developer who fell into automation after realizing I was spending more time on busywork than actual work. Now I build n8n workflows that handle the boring stuff so I can focus on things that matter.
I'm open to freelance automation projects or just chatting about n8n.