--- title: "Emin Muhammadi (@3mig4) | Hashnode" description: "Website https://eminmuhammadi.com. Read the latest articles by Emin Muhammadi on Hashnode." url: "https://hashnode.com/@3mig4" --- @3mig4 # Emin Muhammadi @3mig4 · Joined May 2020 Website https://eminmuhammadi.com [Website](https://eminmuhammadi.com/) ### [LLMs as Test Oracles: A Practical Framework for AI-Assisted Software Testing](https://articles.eminmuhammadi.com/llms-as-test-oracles-a-practical-framework-for-ai-assisted-software-testing?utm_source=hashnode&utm_medium=feed) Large language models are beginning to influence software testing in a way that extends beyond test generation. Their more consequential role may be in the construction of test oracles: mechanisms tha 31 min read · [articles.eminmuhammadi.com](https://articles.eminmuhammadi.com/llms-as-test-oracles-a-practical-framework-for-ai-assisted-software-testing?utm_source=hashnode&utm_medium=feed) [Oct 20](https://hashnode.com/posts/llms-as-test-oracles-a-practical-framework-for-ai-assisted-software-testing/6ad7bc7f669b127f6e64cc1d) ### [How to Test AI-Written Software Products: Step-by-Step Methods, Real Code Examples, and the Hidden Drawbacks](https://articles.eminmuhammadi.com/how-to-test-ai-written-software-products-step-by-step-methods-real-code-examples-and-the-hidden-drawbacks?utm_source=hashnode&utm_medium=feed) Learn effective methods to test AI-written software, addressing unique challenges and ensuring code correctness, safety, and stability over time 10 min read · [articles.eminmuhammadi.com](https://articles.eminmuhammadi.com/how-to-test-ai-written-software-products-step-by-step-methods-real-code-examples-and-the-hidden-drawbacks?utm_source=hashnode&utm_medium=feed) [Feb 15](https://hashnode.com/posts/how-to-test-ai-written-software-products-step-by-step-methods-real-code-examples-and-the-hidden-drawbacks/6991bb87837e20614d9a63dd) ### [The Twelve-Factor App: Principles for Cloud-Native Services](https://articles.eminmuhammadi.com/the-twelve-factor-app-principles-for-cloud-native-services?utm_source=hashnode&utm_medium=feed) Explore the Twelve-Factor App principles: build cloud-native, scalable apps with best practices in code, configuration, deployment, and operations 6 min read · [articles.eminmuhammadi.com](https://articles.eminmuhammadi.com/the-twelve-factor-app-principles-for-cloud-native-services?utm_source=hashnode&utm_medium=feed) [Nov 5, 2025](https://hashnode.com/posts/the-twelve-factor-app-principles-for-cloud-native-services/690bb36004ccbe5de9c0d01f) ### [QA Engineer Roadmap](https://articles.eminmuhammadi.com/qa-engineer-roadmap?utm_source=hashnode&utm_medium=feed) Learn how to progress from novice tester to skilled QA engineer with our detailed QA Engineer Roadmap guide 6 min read · [articles.eminmuhammadi.com](https://articles.eminmuhammadi.com/qa-engineer-roadmap?utm_source=hashnode&utm_medium=feed) [Oct 9, 2025](https://hashnode.com/posts/qa-engineer-roadmap/68e7f3ae5cce2f643f25d533) ### [Aligning Business with Technology](https://articles.eminmuhammadi.com/building-a-collaborative-corporate-culture-between-business-and-tech-teams?utm_source=hashnode&utm_medium=feed) Align business and tech teams through collaboration, agile practices, and cross-functional structures for innovative growth 6 min read · [articles.eminmuhammadi.com](https://articles.eminmuhammadi.com/building-a-collaborative-corporate-culture-between-business-and-tech-teams?utm_source=hashnode&utm_medium=feed) [Sep 14, 2025](https://hashnode.com/posts/building-a-collaborative-corporate-culture-between-business-and-tech-teams/68c6aae7b4c9b7fc3f9071ff)