@surakshaajith
building n8n automations
Building n8n automations & AI agents. Documenting what i build, what breaks and what i learn on daily basis.
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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 discussionJan 24 · 3 min read · The last two days were focused on direction rather than just execution.I started working on a new lead generation video while simultaneously building a general-purpose scraper workflow in n8n that can be reused across different niches. Alongside buil...
Join discussionJan 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 discussionJan 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 discussionJan 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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