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I Built a One-Person AI QA Agency Using a Skill File and a Local LLM. Here Is How It Works.How to Start Freelancing as a QA Engineer Without Quitting Your Job Firstk6 Load Testing Tutorial for QA Engineers Who Have Never Done Performance TestingI Built a Browser Automation Pipeline with Playwright. Here’s Why Cypress and Selenium Wouldn’t Have Made It.The Hybrid AI QA Workflow: How AI Dev Teams Upgraded the QA RoleCasino Game QA Testing: What I Learned Using Claude as a Collaborator on a Real ProjectI Built a One-Person AI QA Agency Using a Skill File and a Local LLM. Here Is How It Works.How to Start Freelancing as a QA Engineer Without Quitting Your Job Firstk6 Load Testing Tutorial for QA Engineers Who Have Never Done Performance TestingI Built a Browser Automation Pipeline with Playwright. Here’s Why Cypress and Selenium Wouldn’t Have Made It.The Hybrid AI QA Workflow: How AI Dev Teams Upgraded the QA RoleCasino Game QA Testing: What I Learned Using Claude as a Collaborator on a Real Project
Solo QA engineer running an AI QA workflow for real projects using a local LLM and skill file methodology
Test Automation & AI-Driven Testing
#2294

I Built a One-Person AI QA Agency Using a Skill File and a Local LLM. Here Is How It Works.

Most QA engineers use AI the way they use Google: reactive, stateless, no retained context. This is the system I built instead, a skill file that loads my methodology into every session, a local LLM…

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// explore
Tester to Lead QA Career & Leadership Automation & AI Testing Strategies Advanced Techniques QA Tools & Debugging DevOps & CI/CD API & Backend Testing
From the Archive // daily rotation
From the Lab // QA Journey Shorts
Watch more QA Shorts →
Cluster Topics // browse by focus area
Playwright // browser automation
Automate Like a Pro: Real-World QA Testing with Playwright (No CI/CD Required)
I’m Not an Automation Engineer, But Here’s How I Use Playwright to Boost QA Anyway
QA engineer reviewing Playwright performance test output and trace logs on dual monitors
How to Optimize Playwright Scripts for Performance Testing
Why Your UI Breaks in Production (And How Playwright Catches It First)
Playwright Codegen? Well, this is duck. why a duck? why not? Related? No... but its a rubber ducky!!!!"
Playwright Codegen: When Automation Records Garbage (And What to Actually Do)
Playwright automation scenarios with no API access, broken API, gated API, and no API each solved with browser automation
When the API Is Broken, Gated, or Nonexistent: Playwright Automation Without an API
Playwright browser automation used outside testing, test file versus standalone automation script comparison
Playwright Beyond Testing: Browser Automation for QA Engineers
Playwright selected over Cypress and Selenium for a browser automation pipeline
I Built a Browser Automation Pipeline with Playwright. Here’s Why Cypress and Selenium Wouldn’t Have Made It.
Cypress // end-to-end testing
Cypress automation tester analyzing test execution logs on a dark-mode code editor.
Pushing Cypress to the Next Level: Advanced & Inventive Testing Techniques
Testing pyramid showing API tests as foundation with integration tests middle layer and UI tests at top for optimal automation strategy
Why Cypress is More Than UI Automation (And How Most Teams Get It Wrong)
Selenium // web automation
Automation Testing with Selenium: A Practical Guide for QA Testers (No CI/CD Required)
QA engineer writing Playwright automation tests in home office with dual monitors showing code and test execution
Test Automation Essentials: A Beginner’s Guide to Tools and Frameworks
QA professional building custom automation strategy based on testing strength, not framework trends
Stop Chasing the Automation Meta. Build Around Your Testing Playstyle.
Why Every Tester Should Know Bash and Node Even If You Never Automate
API & Load Testing // backends & integrations
QA engineer running API tests in Postman with Newman CLI output visible on second monitor
API Testing with Postman: Manual First, Then Automate What Sticks
QA tester in daredevil/Punisher style performing manual API testing with Postman, surrounded by code and API endpoints.
Manual API Testing for QA Testers Who Actually Test APIs
Split screen illustration of developer calmly saying "works on my machine" versus QA analyst surrounded by 429 and 500 error messages in flames during checkout testing
Why Error 429 and Error 500 Are a QA’s Best Friends: The Daily Reality of Testing Critical Flows
Illustration showing abstraction layers in software systems where hidden gaps represent untested assumptions.
Abstraction Is Not the Enemy, Losing Track of It Is
k6 load testing tutorial terminal output showing performance metrics for QA engineers
k6 Load Testing Tutorial for QA Engineers Who Have Never Done Performance Testing
Manual Testing // human-first QA
Manual vs Automated Testing: When and Why to Use Each Approach
I Was an Automation Engineer, But as a QA Lead, I Still Prefer Manual Testing
QA workspace showing manual testing documentation alongside automation code, representing the balance between manual and automated testing approaches
The Manual Testing Skills That Make You Better at Automation
The Lost Art of Debugging in QA: Why It’s More Than Just Finding Bugs
AI-Assisted Manual Testing: The Hidden Power Combo Most QA Teams Ignore
Beyond Happy and Sad Paths: Testing for Real Users, Not Perfect Ones
Scribe browser extension capturing a bug reproduction walkthrough for a QA bug report
How to Use Scribe for QA Testing Without It Ever Being Designed for That
I Never Thought to Test This Until a Meme Exposed My QA Blind Spot
AI-Assisted QA // modern testing stack
QA authority enforcing strict validation boundaries against AI overreach
Production-Ready QA Prompts: The Copy-Paste Library
QA engineer using AI chat interface to generate bug reports from application screenshots while reviewing and correcting the output in a modern testing workflow
Training AI to Think Like a QA: A Real-World Testing Approach
Abstract visualization of structured AI QA workflow showing interconnected testing phases and risk modeling layers
AI QA Workflow: A Structured System for Testing with AI
Comic-style illustration of a solo QA engineer managing two AI model panels acting as a Jr QA and Sr QA team on dual monitors at night.
AI for QA Is Still Just a Glorified Search Engine
QA and the Future – AI, Automation, and Trends You Need to Watch
Balancing Manual, Automation, and AI-Driven Testing in Real-World Projects
Hybrid QA workflow diagram showing the direct fix loop between QA engineer and AI dev agent, with bug report template and verification comment format on screen.
The Hybrid AI QA Workflow: How AI Dev Teams Upgraded the QA Role
Solo QA engineer running an AI QA workflow for real projects using a local LLM and skill file methodology
I Built a One-Person AI QA Agency Using a Skill File and a Local LLM. Here Is How It Works.
QA engineer using Claude as an AI collaborator during casino game testing on a dual-monitor setup
Casino Game QA Testing: What I Learned Using Claude as a Collaborator on a Real Project
QA Prompt Builder interface showing test type, framework, and output selectors generating a custom AI prompt for software testing.
You Know AI Can Help With QA. You Just Don’t Know What to Type.
Regression Testing // stability systems
Turtle and duck playing frisbee illustration for regression testing guide
Regression Testing: A Practical Guide for QA Teams
A blacksmith-style QA engineer hammering test cases on a glowing forge, with one bent test labeled ‘PASSED’ hanging on the wall—symbolizing regression tests that claim success but hide failure.
Stop Worshipping Your Regression Suite, Start Rebuilding It
Branch vs staging QA testing environment comparison showing clean isolated branch deployment versus staging environment with accumulated cache and session state causing test inconsistencies
Caching Is Quietly Corrupting Our QA Signal
Monolithic system with tangled dependencies versus fragmented system with isolated modules and contained failures, illustrating why QA works better with fragmentation
Why QA Fails Without Fragmentation (and How Fragmentation Protects Systems)
QA tester comparing Blink, Gecko, and WebKit browser engines to find cross-browser bugs.
Browser Engine QA Testing: Why Firefox First Reveals Real Bugs
Shift-Left & CI/CD // build pipelines
The Shift-Left Testing Revolution: Embedding QA into Agile for Better Software Quality
QA professional managing multiple testing workflows on branch-level testing setup, representing guerrilla shift-left testing strategies for resource-constrained teams
Guerrilla QA: Testing in the Real World (Not Silicon Valley)
pull request QA testing workflow with a developer and QA reviewing a feature branch
Branch-Level QA: How We Test Pull Requests Before Code Review
Traditional vs Modern QA: Why Hybrid QA Methodologies Actually Work
Illustration of a two-lane QA environment setup for Codespaces (cloud) and WSL—feeding one repo and Playwright report.
QA Environment Setup (2025): Cloud-First When Roaming, WSL on the Workstation
Security Testing // attack surface coverage
Security testing for QA engineers, standard QA checklist with security test cases highlighted
Security QA Without the Security Title
Fixing QAJourney.net with PageSpeed & Lighthouse: A QA-Led Debugging Breakdown
A QA tester managing multiple testing devices including Windows PC, MacBook, Android and iOS phones in a futuristic neon-lit workspace
Website Annotation Tools for UAT Testing & QA : Why I Use Free, Built-in Tools Across Multiple Devices
The Best QA Tools & Browser Extensions You Should Be Using Right Now
Essential QA Tools for Website Testing – What Every Tester Should Be Using
QA Career // growth & leadership
Illustration showing QA professional's transition from individual testing work to strategic team leadership role with expanded influence
From Finding Bugs to Building Teams: The Real QA Lead Transition
QA tester progressing to tech leadership role, showing career growth from testing to team management
From Bug Hunter to Tech Leader: Why QA Builds Careers That Last
Freelance QA engineer workspace showing testing tools and client work side by side
How to Start Freelancing as a QA Engineer Without Quitting Your Job First
New QA lead at their workstation facing the real challenges of becoming a QA lead for the first time
What No One Tells You About Becoming a QA Lead
QA lead reviewing test results late at night, navigating the imposter syndrome that comes with QA leadership accountability
Why Imposter Syndrome Hits Harder in QA Leadership (And What to Do About It)
QA engineer reviewing a bug report while the rest of the team celebrates a release in the background
If QA Is Undervalued at Your Company, That Is a Company Problem
QA engineer job title versus actual work, job description document versus real responsibilities document
I Was a Manual Tester Who Handled HackerOne Tickets
Hands-On Labs // test it yourself
Playground
Test QA scripts in real-time environments using our automation playground. No setup required.
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GitHub Lab
Explore our public repo of test cases, sample scripts, and CI/CD experiments. Fork and run.
View Repo →
// also on
engineeredai.net remoteworkhaven.net momentumpath.net healthyforge.com hobbyengineered.com