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Finley Zhu

DevOps enthusiast automating all the things.

Location Beijing, China Joined Joined on 
Workshop: Reject Incomplete Agent Plans Before Side Effects in 80 Minutes
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Workshop: Reject Incomplete Agent Plans Before Side Effects in 80 Minutes

#ai #python #testing #agents
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9 min read
How I Audit Error Messages With Free AI Compute
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How I Audit Error Messages With Free AI Compute

#errormessages #python #aitesting #devrel
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6 min read
Artificial Scarcity: Why I Cap My AI Token Usage Below the Free Limit
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Artificial Scarcity: Why I Cap My AI Token Usage Below the Free Limit

#discuss #ai #programming #architecture
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4 min read
Designing for Shared LLM Infrastructure: Timeouts, Retries, and Circuit Breakers That Actually Work
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Designing for Shared LLM Infrastructure: Timeouts, Retries, and Circuit Breakers That Actually Work

#ai #python #architecture #devops
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4 min read
Workshop: Fail Closed on Hallucinated Tool Arguments in 65 Minutes
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Workshop: Fail Closed on Hallucinated Tool Arguments in 65 Minutes

#ai #python #testing #agents
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7 min read
Workshop: Gate Retrieved Context With a Cheap Scoring Pass in 70 Minutes
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Workshop: Gate Retrieved Context With a Cheap Scoring Pass in 70 Minutes

#ai #llm #python #tutorial
1
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8 min read
Workshop: Find the Technical Debt Your AI Reviewer Left Behind in 75 Minutes
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Workshop: Find the Technical Debt Your AI Reviewer Left Behind in 75 Minutes

#ai #workshop #architecture #devops
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5 min read
Zero-Cost Prompt Routing: Stop Sending Every Task to the Most Expensive Model
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Zero-Cost Prompt Routing: Stop Sending Every Task to the Most Expensive Model

#ai #python #monkeycode #tutorial
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5 min read
Your LLM Returns Invalid JSON? Repair It with Free Models on a Free Server
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Your LLM Returns Invalid JSON? Repair It with Free Models on a Free Server

#ai #python #llm #devtools
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4 min read
Workshop: Test Your AI Reviewer With a 15-Case Golden Set in 60 Minutes
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Workshop: Test Your AI Reviewer With a 15-Case Golden Set in 60 Minutes

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

#ai #llm #testing #tutorial
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6 min read
Workshop: Build a Metered LLM App in 90 Minutes on Free Infrastructure
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Workshop: Build a Metered LLM App in 90 Minutes on Free Infrastructure

#ai #tutorial #webdev #devops
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5 min read
The Slow Lane: Latency Engineering When Your AI Endpoint Is Free
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The Slow Lane: Latency Engineering When Your AI Endpoint Is Free

#ai #performance #latency #webdev
1
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4 min read
Token Forensics: Metering AI Spend Before You Optimize Anything
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Token Forensics: Metering AI Spend Before You Optimize Anything

#ai #python #opensource #productivity
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6 min read
Free AI Tokens Are a Trap: An Opinionated Cost Gate for Model Experiments
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Free AI Tokens Are a Trap: An Opinionated Cost Gate for Model Experiments

#ai #llm #python #devops
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5 min read
The 10-Minute Gate: Testing a Cheap New Model Without Rebuilding Your Stack
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The 10-Minute Gate: Testing a Cheap New Model Without Rebuilding Your Stack

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

#ai #opensource #programming #productivity
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5 min read
Your AI Reviewer Needs a Reviewer: A Free Pipeline for Stress-Testing Suggested Diffs
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Your AI Reviewer Needs a Reviewer: A Free Pipeline for Stress-Testing Suggested Diffs

#ai #codereview #testing #security
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5 min read
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