Notes on automation systems, n8n workflows, AI agents, integrations, content pipelines, and the logic behind making messy processes work reliably.
Mar 18, 2026
How we replaced a repetitive personal-brand content bottleneck with a hyper-specialized image workflow.
Mar 17, 2026
Reliability usually comes from a few boring decisions made early — idempotent operations, retries, and clear error states.
Mar 16, 2026
How to move from Zapier to n8n without carrying over the old setup's brittle logic, duplicate paths, and workarounds.
Mar 15, 2026
The difference between AI workflows that impress in demos and systems that reduce real operational load.
Mar 14, 2026
A practical look at why automation becomes fragile and what to design before you connect your first node.