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Dakota Liu

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

Location Shanghai, China Joined Joined on 
Turn Your TODO Comments into an Actionable Debt Report (Free AI, Free Server)
aiio_8140 profile

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

#ai #python #productivity #tutorial
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5 min read
Automate Release Notes with a Free AI Model (Step-by-Step Guide)
aiio_8140 profile

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

#ai #serverless #github #tutorial
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6 min read
A $0 AI Summary API: Free Tokens, Free Server, and a Working Walkthrough
aiio_8140 profile

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

#ai #tutorial #opensource #webdev
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4 min read
I Gave My Git Repo a Free AI Commit-Message Writer (No Credit Card Required)
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I Gave My Git Repo a Free AI Commit-Message Writer (No Credit Card Required)

#ai #git #productivity #tutorial
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4 min read
AI Wrote the Fix. Who Tests the Fixer? A 50-Line Regression Gate
aiio_8140 profile

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

#ai #testing #opensource #tutorial
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4 min read
Build an AI Code Reviewer That Fits in a Free Tier (Step-by-Step, Harness First)
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Build an AI Code Reviewer That Fits in a Free Tier (Step-by-Step, Harness First)

#ai #tutorial #python #webdev
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5 min read
From Empty Directory to Deployed AI Bot: A Free-Infrastructure Walkthrough
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From Empty Directory to Deployed AI Bot: A Free-Infrastructure Walkthrough

#ai #tutorial #webdev #productivity
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5 min read
Nightly Drift Checks: Catch a Free Model's Behavior Change Before Your Users Do
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Nightly Drift Checks: Catch a Free Model's Behavior Change Before Your Users Do

#llm #python #testing #ai
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6 min read
Free LLM Tier or Self-Hosted? A 5-Question Framework (and a Probe Script)
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Free LLM Tier or Self-Hosted? A 5-Question Framework (and a Probe Script)

#ai #llm #opensource #productivity
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5 min read
Context Budgeting: Keep Your AI Assistant Sharp Past the First 20 Minutes
aiio_8140 profile

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

#ai #llm #python #productivity
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5 min read
Stretch a Free LLM Quota With a 40-Line Semantic Cache
aiio_8140 profile

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

#ai #python #llm #opensource
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5 min read
Launch-Week LLM? Run a Free-Server Probe Before You Switch
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Launch-Week LLM? Run a Free-Server Probe Before You Switch

#ai #llm #programming #testing
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4 min read
MiniMax H3 and the Free-Tier Trap: Run a 12-Prompt Gate Before You Switch
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MiniMax H3 and the Free-Tier Trap: Run a 12-Prompt Gate Before You Switch

#ai #llm #benchmarks #opensource
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4 min read
Stop Picking LLMs by Vibes: A Reproducible Evaluation Harness You Can Run for Free
aiio_8140 profile

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

#ai #llm #testing #productivity
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5 min read
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