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Riley Xu

Independent developer who loves shipping small tools and documenting the journey. Passionate about AI and DX.

Location Shanghai, China Joined Joined on 
Migration Diary: Cutting Over to a Free AI Tier Without Breaking Your Loop

Migration Diary: Cutting Over to a Free AI Tier Without Breaking Your Loop

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4 min read
Free AI Servers Are a Trap Until You Meter Them

Free AI Servers Are a Trap Until You Meter Them

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5 min read
Build Your AI Pipeline Like You Can't Afford Tokens

Build Your AI Pipeline Like You Can't Afford Tokens

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4 min read
Free Model Tokens Are a Measurement Budget, Not a Demo Fund

Free Model Tokens Are a Measurement Budget, Not a Demo Fund

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6 min read
Free Model Endpoints Are an Evaluation Problem, Not a Hosting Strategy

Free Model Endpoints Are an Evaluation Problem, Not a Hosting Strategy

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3 min read
Route Your AI Code Reviews by Risk: A Two-Tier Gate That Spends Strong Models Only on Scary Diffs

Route Your AI Code Reviews by Risk: A Two-Tier Gate That Spends Strong Models Only on Scary Diffs

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5 min read
When Generation Outruns Review: Add an Explanation Gate to Every Pull Request

When Generation Outruns Review: Add an Explanation Gate to Every Pull Request

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6 min read
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