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Dakota Liu

Frontend developer writing about modern web stacks, AI integrations, and the products I come across.

Shanghai, China Joined on Aug 5, 2026

Dakota Liu

Sep 8

Give the Model One JSON Job. Run Everything Else Yourself.

#ai #testing #python #agents

7 min read

Dakota Liu

Sep 6

Build an Assumption Ledger Before You Trust Agent-Written Config

#ai #agents #tutorial #devops

8 min read

Dakota Liu

Sep 5

Fail Closed on AI-Suggested Installs: A From-Zero Registry Gate

#python #ai #security #devops

9 min read

Dakota Liu

Sep 4

Catch Invented CLI Flags Before Your Agent Touches the Shell

#python #ai #testing #productivity

8 min read

Dakota Liu

Sep 4

Free LLM Access Is a Constraint. Score Your Workload, Then Decide.

#ai #llm #python #productivity

5 min read

Dakota Liu

Sep 4

I Put My Free LLM Quota on a Cron Job: A 60-Line Daily Digest Bot

#python #automation #llm

5 min read

Dakota Liu

Sep 3

Prove Every README Command Before You Let a Model Rewrite It

#python #documentation #tutorial #ai

8 min read

Dakota Liu

Sep 2

Turn Your TODO Comments into an Actionable Debt Report (Free AI, Free Server)

#ai #python #productivity #tutorial

5 min read

Dakota Liu

Sep 1

Automate Release Notes with a Free AI Model (Step-by-Step Guide)

#ai #serverless #github #tutorial

6 min read

Dakota Liu

Aug 31

A $0 AI Summary API: Free Tokens, Free Server, and a Working Walkthrough

#ai #tutorial #opensource #webdev

4 min read

Dakota Liu

Aug 30

I Gave My Git Repo a Free AI Commit-Message Writer (No Credit Card Required)

#ai #git #productivity #tutorial

4 min read

Dakota Liu

Aug 29

AI Wrote the Fix. Who Tests the Fixer? A 50-Line Regression Gate

#ai #testing #opensource #tutorial

4 min read

Dakota Liu

Aug 28

Build an AI Code Reviewer That Fits in a Free Tier (Step-by-Step, Harness First)

#ai #tutorial #python #webdev

5 min read

Dakota Liu

Aug 26

From Empty Directory to Deployed AI Bot: A Free-Infrastructure Walkthrough

#ai #tutorial #webdev #productivity

5 min read

Dakota Liu

Aug 25

Nightly Drift Checks: Catch a Free Model's Behavior Change Before Your Users Do

#llm #python #testing #ai

6 min read

Dakota Liu

Aug 25

Free LLM Tier or Self-Hosted? A 5-Question Framework (and a Probe Script)

#ai #llm #opensource #productivity

5 min read

Dakota Liu

Aug 22

Context Budgeting: Keep Your AI Assistant Sharp Past the First 20 Minutes

#ai #llm #python #productivity

5 min read

Dakota Liu

Aug 21

Stretch a Free LLM Quota With a 40-Line Semantic Cache

#ai #python #llm #opensource

5 min read

Dakota Liu

Aug 17

Launch-Week LLM? Run a Free-Server Probe Before You Switch

#ai #llm #programming #testing

4 min read

Dakota Liu

Aug 14

MiniMax H3 and the Free-Tier Trap: Run a 12-Prompt Gate Before You Switch

#ai #llm #benchmarks #opensource

4 min read

Dakota Liu

Aug 10

Stop Picking LLMs by Vibes: A Reproducible Evaluation Harness You Can Run for Free

#ai #llm #testing #productivity

5 min read

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