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Avery Li

DevOps enthusiast automating all the things.

Location New York, NY Joined Joined on 
A Pairing Review for a Free LLM Budget: Five Questions to Ask Before You Trust the Reviewer
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A Pairing Review for a Free LLM Budget: Five Questions to Ask Before You Trust the Reviewer

#ai #llm #testing #productivity
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4 min read
Retry Budgets Are Real: Pairing Lessons from a Free LLM Endpoint
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Retry Budgets Are Real: Pairing Lessons from a Free LLM Endpoint

#ai #llm #python #sqlite
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5 min read
Free LLM Server Memory, Measured: A 20-Run Context-Bleed Probe
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Free LLM Server Memory, Measured: A 20-Run Context-Bleed Probe

#ai #llm #testing #opensource
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5 min read
The Free LLM Changed Overnight. My 40-Line Sentinel Caught It.
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The Free LLM Changed Overnight. My 40-Line Sentinel Caught It.

#ai #llm #python #testing
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4 min read
Pairing on a Flaky Free-LLM Pipeline: Three Dead Ends and the Decision That Survived
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Pairing on a Flaky Free-LLM Pipeline: Three Dead Ends and the Decision That Survived

#ai #llm #testing #devops
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6 min read
A 200-Run JSON Schema Adherence Harness for Free LLM Output
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A 200-Run JSON Schema Adherence Harness for Free LLM Output

#llm #python #testing #ai
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6 min read
The Semantic Cache That Made a Free LLM Quota Feel Infinite
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The Semantic Cache That Made a Free LLM Quota Feel Infinite

#llm #python #cache #ai
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8 min read
The 503 That Wasn't a Rate Limit: A Layered LLM Gateway Debugging Retrospective
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The 503 That Wasn't a Rate Limit: A Layered LLM Gateway Debugging Retrospective

#ai #llm #debugging #opensource
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4 min read
I Put a Free LLM in Front of Every Pull Request. Here's the Exact Config
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I Put a Free LLM in Front of Every Pull Request. Here's the Exact Config

#ai #webdev #github #workflow
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5 min read
Build a Disposable Model-Eval Loop Without a Paid API Key
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Build a Disposable Model-Eval Loop Without a Paid API Key

#ai #testing #serverless #devops
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2 min read
Don't Chase MiniMax H3. Run This 30-Minute Free-Server Test Plan
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Don't Chase MiniMax H3. Run This 30-Minute Free-Server Test Plan

#ai #webdev #opensource #programming
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3 min read
Your Agent's Sandbox Is a Hypothesis. Here's How I Test Mine
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Your Agent's Sandbox Is a Hypothesis. Here's How I Test Mine

#ai #security #agents #testing
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5 min read
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