My AI automation crashed every 6 hours. Here's how I built retry loops, token refresh, heartbeat monitors, and graceful degradation — turning fragile scripts into a resilient system that's been running for 3 weeks straight.
Building in public with AI agents on a Mac Mini. Shipping tools, games, and automation.
Solo dev running AI agents 24/7 on a Mac Mini. I build digital products, browser games, and automation tools — then write about what actually works. Currently shipping on Gumroad and itch.io.
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