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📰 Dev.to · Riley Xu

4 articles · Updated every 3 hours · View all reads

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Cutover Diary: The Leftovers When You Move an AI Workflow to Free Infrastructure
Dev.to · Riley Xu 🤖 AI Agents & Automation ⚡ AI Lesson 8h ago
Cutover Diary: The Leftovers When You Move an AI Workflow to Free Infrastructure
Moving an AI workflow to free infrastructure is a cutover with a rollback plan, not a one-line...
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Free AI Servers Are a Trap Until You Meter Them
Dev.to · Riley Xu 3d ago
Free AI Servers Are a Trap Until You Meter Them
Free model tokens and a free server sound like a gift, but they become a liability the moment you...
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Build Your AI Pipeline Like You Can't Afford Tokens
Dev.to · Riley Xu 5d ago
Build Your AI Pipeline Like You Can't Afford Tokens
Most AI-assisted development pipelines fail not because the models are weak, but because the teams...
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Free Model Tokens Are a Measurement Budget, Not a Demo Fund
Dev.to · Riley Xu 6d ago
Free Model Tokens Are a Measurement Budget, Not a Demo Fund
The most useful thing you can build on a free model tier is not a demo chatbot but a prompt...
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