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Dakota Liu

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

Paris, France Joined on Aug 5, 2026

Dakota Liu

Aug 31

I Built a Weekend Reliability Bot on a Free Server: A Case Study

#ai #devops #casestudy #productivity

4 min read

Dakota Liu

Aug 30

From Changelog Noise to Three Bullet Points: A Free-Tier Case Study

#ai #python #productivity #tutorial

6 min read

Dakota Liu

Aug 29

Your JSON Schemas Rot Quietly: A Free-Tier Drift Detector Pipeline

#ai #python #productivity #testing

4 min read

Dakota Liu

Aug 28

Case Study: Turning CI Log Noise Into Three Root Causes on a Free Tier

#ai #devops #productivity #tutorial

5 min read

Dakota Liu

Aug 26

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

#ai #testing #python #devops

7 min read

Dakota Liu

Aug 25

Free AI Tiers Bill You in Hours, Not Dollars

#ai #productivity #python #testing

4 min read

Dakota Liu

Aug 24

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

#ai #opensource #devops #productivity

4 min read

Dakota Liu

Aug 23

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

#ai #debugging #python #productivity

5 min read

Dakota Liu

Aug 22

Free AI Tokens Are Wasted on Code Generation

#ai #productivity #opensource #webdev

6 min read

Dakota Liu

Aug 21

Free Coding Models Deserve Smoke Tests, Not Benchmark Suites

#ai #opensource #productivity #testing

4 min read

Dakota Liu

Aug 17

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

#ai #programming #security #testing

5 min read

Dakota Liu

Aug 10

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

#ai #opensource #llm #productivity

5 min read

Dakota Liu

Aug 10

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

#ai #programming #productivity #tutorial

4 min read

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