New articles from Gyan Code: software engineering, automation, AI, Kubernetes, Java, Python, and open source.https://gyancode.co.in/en-usSat, 19 Sep 2026 00:00:00 GMThttps://gyancode.co.in/blog/testing-ai-agents-2026/https://gyancode.co.in/blog/testing-ai-agents-2026/A framework for testing AI agents that goes past prompt-response checks: goal completion, tool selection and parameters, hallucination, reliability, security, regression, cost, latency, and failure recovery — with a worked example and pipeline architecture.Sat, 19 Sep 2026 00:00:00 GMTSaddam HossainAIaiagentsqatestinghttps://gyancode.co.in/blog/self-healing-tests-2026/https://gyancode.co.in/blog/self-healing-tests-2026/AI-powered self-healing is the most-cited trend in test automation right now. Here's how locator-repair actually works, worked through Selenium Boot's implementation, and the failure mode nobody puts in the marketing copy.Mon, 14 Sep 2026 00:00:00 GMTSaddam HossainAIaiself-healingseleniumselenium-boothttps://gyancode.co.in/blog/kubernetes-probes-explained/https://gyancode.co.in/blog/kubernetes-probes-explained/The three Kubernetes probes look similar and fail very differently. Here's exactly what each one does and the mistakes that cause restart loops.Wed, 04 Mar 2026 00:00:00 GMTSaddam HossainKuberneteskubernetesreliabilitydevopshttps://gyancode.co.in/blog/qa-survival-guide-ai-era/https://gyancode.co.in/blog/qa-survival-guide-ai-era/Layoffs are real. AI writes code. What happens to QA? An honest look at where we are, where we're heading, and exactly what you should do today.Sat, 28 Feb 2026 00:00:00 GMTSaddam HossainAIaicareerfuture-of-qahttps://gyancode.co.in/blog/designing-maintainable-test-frameworks/https://gyancode.co.in/blog/designing-maintainable-test-frameworks/Most automation frameworks rot within a year. The fix isn't a better tool — it's treating the framework as production software with real architecture.Tue, 10 Feb 2026 00:00:00 GMTSaddam HossainAutomationframeworksarchitectureseleniummaintainabilityhttps://gyancode.co.in/blog/java-25-features/https://gyancode.co.in/blog/java-25-features/18 JEPs, LTS release, and Java turns 30. Everything you need to know.Sun, 08 Feb 2026 00:00:00 GMTSaddam HossainJavajavalanguage-featureshttps://gyancode.co.in/blog/qa-interview-mistakes/https://gyancode.co.in/blog/qa-interview-mistakes/Common pitfalls and the rules to avoid them.Sat, 31 Jan 2026 00:00:00 GMTSaddam HossainAutomationcareerinterviewshttps://gyancode.co.in/blog/git-commands-for-qa/https://gyancode.co.in/blog/git-commands-for-qa/Beyond commit and push — the commands that separate beginners from pros.Fri, 30 Jan 2026 00:00:00 GMTSaddam HossainAutomationgitversion-controlhttps://gyancode.co.in/blog/docker-for-testers/https://gyancode.co.in/blog/docker-for-testers/Containerize your test environments for consistent, portable, and scalable test execution.Thu, 29 Jan 2026 00:00:00 GMTSaddam HossainAutomationdockerdevopsselenium-gridhttps://gyancode.co.in/blog/selenium-vs-playwright-2026/https://gyancode.co.in/blog/selenium-vs-playwright-2026/A practical comparison to help you make the right choice for your automation career.Wed, 28 Jan 2026 00:00:00 GMTSaddam HossainAutomationseleniumplaywrightcareerhttps://gyancode.co.in/blog/shift-left-testing-2026/https://gyancode.co.in/blog/shift-left-testing-2026/Beyond the buzzwords: Practical strategies to implement early testing in modern development workflows.Wed, 28 Jan 2026 00:00:00 GMTSaddam HossainAutomationshift-leftprocessci-cdhttps://gyancode.co.in/blog/test-automation-frameworks-fail/https://gyancode.co.in/blog/test-automation-frameworks-fail/Learn from common automation failures and build maintainable, scalable frameworks that your team will actually use.Wed, 28 Jan 2026 00:00:00 GMTSaddam HossainArchitectureframeworksarchitecturemaintainabilityhttps://gyancode.co.in/blog/manual-to-sdet-guide/https://gyancode.co.in/blog/manual-to-sdet-guide/The complete roadmap with skills, timeline, and real advice from someone who made the journey.Tue, 27 Jan 2026 00:00:00 GMTSaddam HossainAutomationcareersdethttps://gyancode.co.in/blog/qa-automation-career-roadmap/https://gyancode.co.in/blog/qa-automation-career-roadmap/Your complete guide to building a successful career in test automation.Sat, 24 Jan 2026 00:00:00 GMTSaddam HossainAutomationcareerroadmaphttps://gyancode.co.in/blog/api-testing-best-practices/https://gyancode.co.in/blog/api-testing-best-practices/Practical tips to improve your API test coverage and catch bugs early.Mon, 19 Jan 2026 00:00:00 GMTSaddam HossainAutomationapi-testingrest-assuredbest-practices