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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 
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
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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
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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
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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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