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Dakota Liu

Backend developer with a growing interest in applied AI. I write hands-on guides for developers.

Location Paris, France Joined Joined on 
Free AI PR Review on a Free Server: A Case Study in Testing the Reviewer Before Deployment

Free AI PR Review on a Free Server: A Case Study in Testing the Reviewer Before Deployment

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7 min read
Free AI Tiers Bill You in Hours, Not Dollars

Free AI Tiers Bill You in Hours, Not Dollars

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4 min read
Free AI Tokens Are Only Half the Deal — the Free Server Is the Other Half

Free AI Tokens Are Only Half the Deal — the Free Server Is the Other Half

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4 min read
Debugging Is the Killer App for Free Model Tokens — Here's the Workflow

Debugging Is the Killer App for Free Model Tokens — Here's the Workflow

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5 min read
Free AI Tokens Are Wasted on Code Generation

Free AI Tokens Are Wasted on Code Generation

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6 min read
Free Coding Models Deserve Smoke Tests, Not Benchmark Suites

Free Coding Models Deserve Smoke Tests, Not Benchmark Suites

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4 min read
A Reproducible Gatekeeper Harness for Testing Free Coding Models Before You Give Them Tool Access

A Reproducible Gatekeeper Harness for Testing Free Coding Models Before You Give Them Tool Access

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5 min read
A New Open Model Dropped. Here's My 30-Minute Reproducible Eval Before I Trust It With My Codebase

A New Open Model Dropped. Here's My 30-Minute Reproducible Eval Before I Trust It With My Codebase

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5 min read
A Reproducible Harness for Evaluating Free AI Coding Models on Your Own Codebase

A Reproducible Harness for Evaluating Free AI Coding Models on Your Own Codebase

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4 min read
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