What building a personalized AI newsletter taught me about business automation
Feb 8 · 8 min read · Generic AI newsletters are everywhere. You sign up, hoping to stay informed, and what do you get? The same headlines everyone else is reading. OpenAI released something. Google announced something. Anthropic did something. Zero personalization. Zero ...
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Day 20 – Added AI Agent to Auto-Write Proposals & Store Them in Supabase
Feb 6 · 1 min read · Today’s work was about reducing friction between finding a job and applying to it. I extended my Upwork job alert automation by adding an AI Agent that automatically reads each new job’s description and generates a custom proposal draft for it. What ...
Join discussionDay 17 – Handling Empty Outputs, Conditional Logic & Telegram Alerts in n8n
Jan 22 · 2 min read · Today was all about making my n8n workflow resilient instead of fragile. While working on my Upwork job scraping automation, I ran into a recurring issue: some nodes (especially database lookups) were returning empty outputs, and n8n would either sto...
Join discussionDay 16 – Building an Upwork Jobs Pipeline (Reality Check Included)
Jan 21 · 2 min read · Today was all about turning raw Upwork job data into a reliable, deduplicated pipeline using n8n and Supabase. It looked simple on paper, but it came with a few important lessons. What I worked on Collected Upwork job data in JSON format with fields...
Join discussionDay 15 – Debugging n8n + Supabase Deduplication the Hard Way
Jan 20 · 2 min read · Today I went deep into debugging a real-world automation issue while building my Upwork job alert system using n8n, RapidAPI, Supabase, and Telegram The problem I faced I wanted to store Upwork job IDs in Supabase and send Telegram alerts only for ne...
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Day 14: Building Real-Time Upwork Job Alerts with n8n (and What I Learned the Hard Way)
Jan 19 · 2 min read · I’ve been working on an automation to get instant alerts whenever a new n8n-related project is posted on Upwork. Sounds simple on paper but the journey taught me a lot about APIs, scraping limitations, and how n8n really handles data. This post is a ...
Join discussion🚀 Deploy N8N with Docker Compose 🚀
Jan 19 · 3 min read · 🚀 AI Automation Tool | How To Host n8n For Free FOREVER 🚀 🤖 What is n8n? n8n (pronounced "n-eight-n") is a powerful, free and open-source workflow automation tool that helps you connect different apps and services together. Think of it as a self-h...
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Day 13 – Backend Authentication, JWT Handling & Telegram Bot Integration (n8n)
Jan 17 · 2 min read · Today was a deep backend + automation day, where I focused on authentication flows, secured API access, and real-time notifications using n8n and Telegram bots. → Implemented HTTP-Based Login Automation in n8n → Identified the actual backend login en...
Join discussionUsando o n8n como backend: automações que eliminam APIs simples
Jan 15 · 4 min read · Muitos desenvolvedores olham para o n8n e veem apenas uma alternativa open-source ao Zapier. Uma ferramenta para colar planilhas no Slack ou disparar e-mails de marketing. Embora ele faça isso muito bem, essa visão é limitada. Quando olhamos para o n...
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