Staff Engineer | SDET | Quality Engineering | Test Automation | AI & LLM Testing | n8n AI Automation
13+ Years of Experience in Software Testing, Test Automation & Quality Engineering
Building scalable automation frameworks and intelligent quality engineering solutions using Playwright, TypeScript, Java, AI/LLM testing, and workflow automation.
Building an AI-powered Quality Engineering and Release Intelligence platform using Playwright + TypeScript.
The goal is to move beyond traditional automation and answer:
"Can we confidently release this build?"
- π Playwright + TypeScript
- π§© Page Object Model (POM)
- π§ͺ Custom Playwright Fixtures
- π UI, API & Hybrid API/UI Testing
- π Authentication & reusable test context
- π₯ Role-based test execution
- β‘ Parallel test execution
- π CI/CD integration with GitHub Actions
- π Automated test reporting
- π Trace, screenshot & video diagnostics
- π Flaky Test Detection
- π§ AI-assisted Failure Analysis / RCA
- π©Ή AI-assisted Self-Healing Locator prototype
- π€ AI / LLM / Agent Testing
- π¦ Configurable PASS / REVIEW / BLOCK Quality Gates
https://github.com/ankit19apr/q-gate-ai
An n8n-based QA workflow for automated bug ingestion, structured triage, duplicate detection, conditional routing, and Jira-ready defect processing.
Current MVP includes:
- n8n Webhook-based bug ingestion
- Structured QA triage workflow
- Duplicate bug detection
- Conditional duplicate/new bug routing
- Mock Jira defect creation
- Postman-based API validation
- AI Agent / LLM integration foundation
π https://github.com/ankit19apr/ai-qa-bug-triage-n8n
Continuing to evolve the framework toward:
- π§ Intelligent test selection based on code changes
- π― Risk-based test execution
- π Change-impact analysis
- π€ AI-driven test generation
- π Persistent historical flaky-test analytics
- π©Ή Advanced AI-based locator healing
- π Contract & schema testing
- π¨ Event-driven / Kafka testing
- β‘ Performance testing integration
- π‘ Observability-driven testing
- π§ͺ Advanced LLM & AI Agent evaluation
- π Playwright MCP integration
- π΅οΈ Intelligent AI test investigation
- π¦ AI-driven release risk scoring
- π Quality dashboards & Release Intelligence
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π§βπ» Quality Engineering: 13+ years of experience in Software Testing, Test Automation and Quality Engineering.
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π Modern Test Automation: Playwright, TypeScript, JavaScript, Selenium WebDriver, Cucumber BDD, TestNG and Page Object Model.
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π API Testing: REST API automation using Postman, Newman, REST Assured and Playwright API testing.
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π CI/CD: GitHub Actions and Jenkins with automated test execution and quality validation.
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π€ AI & Modern Testing: AI-driven testing, AI Agent testing, LLM testing, hallucination testing and non-deterministic response validation.
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βοΈ AI Workflow Automation: n8n workflow automation, webhooks, API orchestration, AI-assisted QA workflows and automated defect triage.
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π§ AI Quality Engineering: AI-assisted failure analysis, RCA, self-healing automation concepts and release quality intelligence.
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βοΈ Cloud Platforms: Hands-on experience with AWS, Google Cloud Platform and Microsoft Azure.
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β‘ Performance Testing: JMeter.
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π§ͺ Testing Practices: Functional, Regression, Integration, API, UI, Hybrid and Data-Driven Testing.
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ποΈ Test Architecture: Automation framework design, reusable components, test strategy, CI/CD integration and quality gates.
I believe automation should go beyond simply producing a PASS / FAIL result.
A mature Quality Engineering solution should help answer:
What changed?
What did we test?
What failed?
Why did it fail?
Is it a product, test or environment issue?
What is the risk?
Can we confidently release?
I'm exploring practical ways to combine AI, workflow automation, and Quality Engineering to automate repetitive QA activities.
Current focus areas:
- π€ AI-powered bug triage
- βοΈ n8n workflow automation
- π§ͺ AI Agent and LLM testing
- π Hallucination and non-deterministic response validation
- π Playwright test automation
- π©Ή AI-assisted failure analysis and RCA
- π API and webhook-based QA integrations
- π¦ Quality gates and release intelligence
All of my projects are available at:
π https://github.com/ankit19apr/
Q-Gate AI
AI-Powered Quality Engineering & Release Intelligence Platform
π https://github.com/ankit19apr/q-gate-ai
Playwright, TypeScript, JavaScript, Selenium WebDriver, Java, API Automation, Test Automation Frameworks, Test Architecture, CI/CD, Quality Engineering, AI Testing, LLM Testing, AI Agent Testing, n8n, AI Workflow Automation, Self-Healing Automation and Quality Gates.
Email: ________@gmail.com
I'm always open to opportunities and collaborations around:
- Quality Engineering
- SDET / Staff SDET
- Test Automation Architecture
- Playwright & Modern Automation
- AI / LLM / Agent Testing
- Quality Engineering Transformation
- Automation Framework Development
- Intelligent Quality Gates
- Release Intelligence
Feel free to reach out if you'd like to discuss testing strategies, automation architecture, Quality Engineering, AI testing, or innovative approaches to software quality.
#QualityEngineering #TestAutomation #Playwright #TypeScript #SDET #AITesting #LLMTesting #AgentTesting #Selenium #APITesting #CICD #TestArchitecture #ReleaseConfidence
