Custom n8n workflows, AI agents, and automation systems for small businesses — plus behind-the-scenes build breakdowns and n8n tips. The Telegram channel is the main feed; everything else is where the work happens.
Join the Telegram channel →Each write-up covers a workflow I run in production: what it does, what broke, the exact fix and how to check it worked. There are 54 in total, grouped by topic in the full list of build breakdowns.
I build and run n8n workflows for my own projects and for clients: YouTube and social publishing pipelines, AI clipping with Groq and Whisper, Google Sheets queues, Telegram bots and alerts, lead capture and order fulfilment. Most of what goes wrong in automation does not show up as a red error. It shows up as a run that is green and did the wrong thing, or nothing. These write-ups document those cases with the real node settings, error messages and fixes, so you can recognise the same pattern in your own workflows.
If you are debugging something right now, the most common causes on this site are: expressions that read the wrong node's data, external APIs that fail for a moment without a retry, OAuth credentials that expire, and LLM responses that are parsed with a silent fallback.
Every article is a real incident or build from workflows I run myself: the symptom, how I traced it, the fix, and how I checked it worked. No generic tutorials. Pick the topic closest to what is breaking for you.