Articles
On AI, automation, and real operations.
Day-to-day cases, technical decisions, lessons that count for more than slides.
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How to build a bot that survives UI changes
Why selector-based automation breaks in production, and three patterns — fingerprint, self-healing, vision LLM — that keep running after the UI changes.
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When one person clicks all day
Before: one person logging into thousands of partner credentials, one file at a time. After: thousands of downloads in parallel, with retry and monitoring.