https://cubxxw.com/tags/testing/ Tech blog by Xinwei Xiong — AI Builder, open source contributor and digital nomad sharing Kubernetes, Go, AI projects and travel. https://cubxxw.com/assets/og-image.png https://cubxxw.com/ Hugo -- gohugo.io en-us Sat, 11 Jul 2026 15:30:00 +0800 https://cubxxw.com/ai-agent/posts/engineering-discipline-ai-workflow/ Sat, 11 Jul 2026 15:30:00 +0800 Tue, 14 Jul 2026 15:40:24 +0800 熊鑫伟 (Xinwei Xiong) https://cubxxw.com/ai-agent/posts/engineering-discipline-ai-workflow/ Most people's personal AI systems stop at "it runs," and then get bitten by unreliable output. Software engineering has already accumulated a set of disciplines for making systems reliable, decades in the making- observability, quality gates, structure as constraint, and SOPs. This essay brings all four into your personal AI workflow — so your system doesn't just run, it can also alert, self-check, and reliably reproduce. AI LLM Agent Harness Engineering Testing DevOps Four engineering disciplines for installing quality gates into an AI workflow