AI Courses Every QA Should Know?
A curated, non-complex roadmap to transition from traditional QA to an AI-Augmented QA Architect. Master the fundamentals of GenAI and prompt engineering, working with Playwright, Selenium, Cypress, Manual testing, and Jira.
LLM FundamentalsPrompt EngineeringGitHub CopilotAI Interview Q&As
Why is this important?
Writing boilerplate test scripts is being automated. The future belongs to Quality Architects who integrate AI directly into their frameworks—using AI to 10x Playwright/Selenium development, and leveraging the Model Context Protocol (MCP) to build autonomous Agentic workflows. No complex Data Science math, just practical AI for QA.
The Applied AI Roadmap
Follow this step-by-step path to organically grow your AI expertise.
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AI Agents & Copilot QA Interview QuestionsNew
Deep-dive answers covering Copilot, Cursor, Claude, Amazon Q, context-aware prompting, and MCP.
Model Context Protocol (MCP) QA MasterclassNew
Turn Playwright, Selenium, and Jira into AI-accessible tools. Master E2E MCP wrapper servers and Agentic QA pipelines.
LLM Fundamentals Interview Prep
Understand how ChatGPT, Claude, and underlying language models work
Prompt Engineering Interview Prep
Learn structured prompting to reliably generate test cases and scenarios
Prompt Mastery Interview Prep
Advanced techniques: Few-shot, Chain-of-Thought, and role-based prompting
Generative AI Interview Prep
Top Generative AI concepts asked in modern SDET and QA Architect interviews
Local AI Auto-Healer
Integrate Playwright with Ollama to auto-heal locators locally
Automation Frameworks + AI
Apply your new AI skills directly into your favorite test automation tools.
Model Context Protocol (MCP) QA Masterclass
Master Playwright, Selenium & Jira E2E MCP Servers & Agentic QA Pipelines
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Playwright + AI Interview preparation
Complete roadmap & resources for Playwright SDETs
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Selenium + AI Interview preparation
Complete roadmap & resources for Selenium SDETs
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Ready to explore even deeper?
Read: SDET to GenAI Test Architect