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Riley Lin

Software engineer by day, indie maker by night. Sharing practical takes on AI products and web dev.

Location Hangzhou, China Joined Joined on 
Free Tokens, Paid Secrets: A Threat Model for AI-Assisted Development
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Free Tokens, Paid Secrets: A Threat Model for AI-Assisted Development

#ai #security #devtools #productivity
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4 min read
Token Forensics: Finding the Process That Ate Your Free Allowance
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Token Forensics: Finding the Process That Ate Your Free Allowance

#ai #python #monitoring #devops
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4 min read
The Retry Loop That Turned a 429 Into an Outage
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The Retry Loop That Turned a 429 Into an Outage

#debugging #ai #python #serverless
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4 min read
Your Free Token Allowance Is a Random Variable
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Your Free Token Allowance Is a Random Variable

#ai #llm #python #webdev
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3 min read
Token Budget Alarm on a Free Server
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Token Budget Alarm on a Free Server

#ai #llm #python #tutorial
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4 min read
The Eval Passed and Production Still Broke: A Token-Counting Retrospective
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The Eval Passed and Production Still Broke: A Token-Counting Retrospective

#ai #debugging #llm #serverless
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4 min read
The Free Tier Is Not a Free Pass: A 30-Minute Eval for Your Next Model Decision
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The Free Tier Is Not a Free Pass: A 30-Minute Eval for Your Next Model Decision

#ai #python #testing #productivity
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4 min read
A Contract Probe for Any Free Model and Server Before You Commit
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A Contract Probe for Any Free Model and Server Before You Commit

#ai #testing #programming #webdev
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5 min read
A New Open-Weight Model Just Dropped? Run This 30-Minute Eval Before You Rewrite Your Pipeline
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A New Open-Weight Model Just Dropped? Run This 30-Minute Eval Before You Rewrite Your Pipeline

#ai #opensource #llm #programming
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4 min read
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