I Built an AI Pipeline to Write About Building My Products. Then I Had to Debug the Debugger.

Short summary

Solo founder built multi-platform content automation from GitHub commits using Groq for reliability over capability, publishing daily to Dev.to, Medium, Substack, and Bluesky. Discovered GitHub Actions cron updates take 15+ minutes to register and can silently fail when pushed simultaneously—fix requires staggering schedules five minutes apart. Key learning: dependable infrastructure beats marginally-smarter models; building in public at scale is distributed systems debugging, not just LLM API integration.

• •Chose Groq llama-4-scout-17B over Claude/Gemini because reliability for scheduled automation beats model capability when credentials expire hourly
• •GitHub Actions bug: identical cron schedules in same commit cause silent failures; staggering crons by 5 minutes and forcing resync resolved it
• •Craft Docs public API limitations force manual folder placement; learned that undocumented API behavior and black-box platform constraints are the real debugging challenge

Generated with AI, which can make mistakes.