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Morgan Zhou

DevOps enthusiast automating all the things.

Location London, UK Joined Joined on 

Education

UC Berkeley

Work

Frontend Developer at InnovateTech

Put the Rubric in the Take-Home Zip
devio_4040 profile

Put the Rubric in the Take-Home Zip

#career #ai #testing #python
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8 min read
Grade the Receipt, Not the Agent Demo
devio_4040 profile

Grade the Receipt, Not the Agent Demo

#career #testing #devtools #opensource
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5 min read
The Take-Home Starts With a Red Log
devio_4040 profile

The Take-Home Starts With a Red Log

#career #testing #ai #python
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7 min read
Hand Every Candidate the Same Machine
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Hand Every Candidate the Same Machine

#interviewing #career #ai #testing
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9 min read
Grade the Loop Budget Before You Grade the PR
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Grade the Loop Budget Before You Grade the PR

#career #interviewing #ai #testing
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8 min read
Put a Dead End in the Take-Home
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Put a Dead End in the Take-Home

#career #ai #testing #interview
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7 min read
Don't Page on a Null Status
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Don't Page on a Null Status

#career #testing #ai #python
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7 min read
Grade Replay Before You Grade Style
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Grade Replay Before You Grade Style

#python #testing #ai #career
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7 min read
The Retry Ticket Is the Interview
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The Retry Ticket Is the Interview

#ai #testing #python #career
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10 min read
A Take-Home Packet That Catches Invented Infrastructure
devio_4040 profile

A Take-Home Packet That Catches Invented Infrastructure

#ai #testing #career #python
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9 min read
Grade the Free Model Like a Take-Home
devio_4040 profile

Grade the Free Model Like a Take-Home

#ai #testing #python #career
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9 min read
Mutation Testing on a Budget: Let a Free AI Model Sabotage Your Code
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Mutation Testing on a Budget: Let a Free AI Model Sabotage Your Code

#ai #testing #opensource #python
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4 min read
The Free Model Server Smoke Test: 10 Minutes to Decide If It's Production-Worthy
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The Free Model Server Smoke Test: 10 Minutes to Decide If It's Production-Worthy

#ai #opensource #testing #devops
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4 min read
Let a Free AI Server Be Your Second Pair of Eyes on Every PR
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Let a Free AI Server Be Your Second Pair of Eyes on Every PR

#ai #testing #productivity #opensource
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6 min read
Don't Upgrade Your AI Plan Until You've Benchmarked the Free One
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Don't Upgrade Your AI Plan Until You've Benchmarked the Free One

#ai #llm #python #productivity
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4 min read
Audit Your AI Reviewer's Drift with a Nightly Control Run
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Audit Your AI Reviewer's Drift with a Nightly Control Run

#ai #testing #productivity #programming
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5 min read
A Free AI Server Is a Job Candidate. Interview It Like One.
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A Free AI Server Is a Job Candidate. Interview It Like One.

#ai #testing #productivity #opensource
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5 min read
The Take-Home Test I Give Every AI Code Reviewer
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The Take-Home Test I Give Every AI Code Reviewer

#ai #testing #career #productivity
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4 min read
Free AI Pull Request Reviews: A 20-Minute Setup
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Free AI Pull Request Reviews: A 20-Minute Setup

#ai #webdev #productivity #tutorial
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3 min read
Stop Picking the Model First. Pick Where It Runs.
devio_4040 profile

Stop Picking the Model First. Pick Where It Runs.

#ai #agents #python #productivity
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4 min read
Free, Self-Hosted, or Paid: Score Your Constraints First
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Free, Self-Hosted, or Paid: Score Your Constraints First

#ai #programming #opensource #devops
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5 min read
Free AI Coding Access vs. Self-Hosting: Pick Your Failure Mode
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Free AI Coding Access vs. Self-Hosting: Pick Your Failure Mode

#ai #llm #opensource #productivity
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5 min read
A New Open-Weight Coding Model Drops Every Week. Here's How I Smoke-Test Them Before Trusting a Single Line
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A New Open-Weight Coding Model Drops Every Week. Here's How I Smoke-Test Them Before Trusting a Single Line

#ai #opensource #testing #programming
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6 min read
Cheap Seats for Agent Evals: Scoring Free Coding Models Against a Task Suite You Own
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Cheap Seats for Agent Evals: Scoring Free Coding Models Against a Task Suite You Own

#ai #testing #agents #tutorial
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3 min read
Aider vs Claude Code in 2026: Open Source Freedom or Anthropic's Polish?
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Aider vs Claude Code in 2026: Open Source Freedom or Anthropic's Polish?

#ai #opensource #productivity #cli
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2 min read
Quarantine the Output: Running Model-Generated Code Without Handing It Your Laptop
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Quarantine the Output: Running Model-Generated Code Without Handing It Your Laptop

#security #ai #python #devops
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5 min read
Your AI Agent Has Shell Access. Here's How I Test What It Can Actually Touch.
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Your AI Agent Has Shell Access. Here's How I Test What It Can Actually Touch.

#security #ai #agents #testing
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5 min read
A Repeatable Harness for Catching Regressions in AI-Generated Code
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A Repeatable Harness for Catching Regressions in AI-Generated Code

#ai #testing #tutorial #programming
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5 min read
Stop Trusting Vibes: A Repeatable Harness for Testing LLM-Generated Code on a Free Server
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Stop Trusting Vibes: A Repeatable Harness for Testing LLM-Generated Code on a Free Server

#ai #testing #python #tutorial
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5 min read
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