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Finley Zhu

DevOps enthusiast automating all the things.

Location Beijing, China Joined Joined on 
Your LLM Returns Invalid JSON? Repair It with Free Models on a Free Server

Your LLM Returns Invalid JSON? Repair It with Free Models on a Free Server

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4 min read
Workshop: Test Your AI Reviewer With a 15-Case Golden Set in 60 Minutes

Workshop: Test Your AI Reviewer With a 15-Case Golden Set in 60 Minutes

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5 min read
Workshop: Benchmark a New Open-Weight Model in 60 Minutes on Free Tokens and a Free Server

Workshop: Benchmark a New Open-Weight Model in 60 Minutes on Free Tokens and a Free Server

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6 min read
Workshop: Build a Metered LLM App in 90 Minutes on Free Infrastructure

Workshop: Build a Metered LLM App in 90 Minutes on Free Infrastructure

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5 min read
The Slow Lane: Latency Engineering When Your AI Endpoint Is Free

The Slow Lane: Latency Engineering When Your AI Endpoint Is Free

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4 min read
Token Forensics: Metering AI Spend Before You Optimize Anything

Token Forensics: Metering AI Spend Before You Optimize Anything

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6 min read
Free AI Tokens Are a Trap: An Opinionated Cost Gate for Model Experiments

Free AI Tokens Are a Trap: An Opinionated Cost Gate for Model Experiments

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5 min read
The 10-Minute Gate: Testing a Cheap New Model Without Rebuilding Your Stack

The 10-Minute Gate: Testing a Cheap New Model Without Rebuilding Your Stack

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3 min read
New Open-Weight Model Drops Every Week. Here's a Reproducible Way to Decide If It Belongs in Your Workflow

New Open-Weight Model Drops Every Week. Here's a Reproducible Way to Decide If It Belongs in Your Workflow

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5 min read
Your AI Reviewer Needs a Reviewer: A Free Pipeline for Stress-Testing Suggested Diffs

Your AI Reviewer Needs a Reviewer: A Free Pipeline for Stress-Testing Suggested Diffs

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5 min read
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