Скачать или смотреть 🤖 Testing & DevOps Handbook for AI Hosts

The Complete QA & CI/CD Blueprint for the AI Era


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🧠 INTRODUCTION

Modern applications are no longer simple websites.
They are AI-powered, cloud-native, API-driven, and CI/CD controlled.

This handbook is your full-stack testing + DevOps survival kit — built for QA engineers, automation experts, and AI system builders who want zero failures, zero downtime, and maximum reliability.


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🚀 WHY THIS HANDBOOK MATTERS

• AI systems evolve continuously
• Releases happen daily
• Manual-only testing cannot scale
• CI/CD must auto-validate everything
• Security and performance are non-negotiable


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⚙️ CORE TESTING PILLARS


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🤖 AUTOMATION TESTING

• Regression, smoke, sanity automation
• Tools: Selenium, Playwright, Appium
• Jenkins & GitHub integration
• Reduces release risk
• Speeds up delivery


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🧠 MANUAL TESTING

• UI & UX validation
• Exploratory & boundary testing
• Fintech and banking critical
• Captures edge-case defects


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🔗 API TESTING

• Backend service validation
• Auth, schema, rate-limit checks
• Tools: Postman, RestAssured, Karate


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⚡ PERFORMANCE TESTING

• Load, spike & endurance testing
• Tools: JMeter, Gatling, k6
• CPU, memory & DB monitoring


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🤖 AI TESTING

• Accuracy, bias & drift detection
• Explainability validation
• Tools: SHAP, LIME, MLFlow


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🗄️ DATABASE TESTING

• CRUD, indexing & trigger checks
• Prevents data corruption


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🔐 SECURITY TESTING

• OWASP Top 10 coverage
• SQLi, XSS, CSRF detection
• Tools: Burp, ZAP, Snyk


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🚀 DEVOPS CORE


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⚙️ JENKINS CI/CD

• Build, test & deploy automation
• Pipeline-as-code
• Auto triggers on PRs


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🌍 GITHUB

• Version control & PR automation
• Branch protection
• Secret management


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🧩 IDE TOOLS

• VS Code, IntelliJ, PyCharm, Android Studio
• Debugging & coverage plugins


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🔑 FINAL TAKEAWAY

AI systems need AI-grade Quality Engineering.
This handbook is your release shield, growth engine, and reliability backbone.

Build smart. Test harder. Ship fearless.


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