Working notes on agents, pipelines and the craft of automation that holds up in production.https://safwansiddiq.com/en-ushttps://safwansiddiq.com/writing/optimistic-despite-not-trusting/https://safwansiddiq.com/writing/optimistic-despite-not-trusting/I'm optimistic about where AI lands, and it has nothing to do with trusting the labs to behave. It rests on something else entirely, and working out what took me a while to admit.Tue, 07 Jul 2026 00:00:00 GMTPersonalhttps://safwansiddiq.com/writing/chat-interface-productivity/https://safwansiddiq.com/writing/chat-interface-productivity/I've tried a lot of productivity methods over the years. The one that's finally sticking has only been running a couple of days, and I still don't fully understand why it's different.Fri, 03 Jul 2026 00:00:00 GMTPersonalhttps://safwansiddiq.com/writing/connecting-claude-to-my-n8n/https://safwansiddiq.com/writing/connecting-claude-to-my-n8n/I connected Claude to my n8n over MCP so it can read, build and fix workflows from a chat. How I set it up, and where I'd stop.Fri, 03 Jul 2026 00:00:00 GMTEngineeringhttps://safwansiddiq.com/writing/how-i-built-a-cms-using-obsidian/https://safwansiddiq.com/writing/how-i-built-a-cms-using-obsidian/I didn't set out to build a CMS. I set out to stop copy-pasting markdown files.Sat, 27 Jun 2026 00:00:00 GMTEngineeringhttps://safwansiddiq.com/writing/my-notes-everywhere/https://safwansiddiq.com/writing/my-notes-everywhere/How I built an MCP server so Claude can read and write my Obsidian vault from my phone, the three bugs that taught me the most, and why I told a friend not to build the same thing.Thu, 25 Jun 2026 00:00:00 GMTEngineeringhttps://safwansiddiq.com/writing/building-n8n-workflows-that-dont-break/https://safwansiddiq.com/writing/building-n8n-workflows-that-dont-break/Practical patterns for resilient automation — error handling, retries, and why you should always have a dead-letter queue.Sat, 28 Mar 2026 00:00:00 GMTEngineeringhttps://safwansiddiq.com/writing/the-llm-in-the-loop-problem/https://safwansiddiq.com/writing/the-llm-in-the-loop-problem/When should an AI agent take action autonomously vs. pause and ask a human? A framework I've been refining through real projects.Thu, 12 Mar 2026 00:00:00 GMTAgentshttps://safwansiddiq.com/writing/automating-your-reading-workflow/https://safwansiddiq.com/writing/automating-your-reading-workflow/How I built a personal newsletter that digests 40+ sources and delivers only what actually matters — without reading everything myself.Wed, 18 Feb 2026 00:00:00 GMTEngineeringhttps://safwansiddiq.com/writing/form-to-notion/https://safwansiddiq.com/writing/form-to-notion/How I solved Notion's terrible copy-paste experience by building a Tally + n8n workflow that appends perfectly formatted markdown to any Notion page.Wed, 03 Dec 2025 00:00:00 GMTEngineeringhttps://safwansiddiq.com/writing/youtube-summarizer/https://safwansiddiq.com/writing/youtube-summarizer/How I built an n8n workflow that automatically turns YouTube videos into timestamped Notion notes, and the failed attempts that taught me how to do it right.Fri, 14 Nov 2025 00:00:00 GMTEngineering