What do you actually test before launching a side project?
At work, releases go through CI, staging, QA, and testing by other people. With my own projects, I usually deploy, click around for a few minutes, decide everything…
software testing
What Parts of AI-Generated Code Should Humans Review Most Carefully?
AI-generated code can look convincing even when it contains subtle bugs. Before using it in a real project, which parts do you inspect most closely, and what kinds…
How do experienced developers discover edge cases in their tests?
I'm still learning how to write effective test cases, and I'm wondering how more experienced developers identify edge cases. Do you use a systematic way to think through…
How do you identify edge cases when testing code?
I'm still learning how to write effective test cases, and I'm wondering how experienced developers find edge cases. Do you use a systematic way to think about what…
How can I learn to write cleaner, more maintainable code?
I've mostly been learning by building projects, making mistakes, and trying to improve the next version. That has helped, but I'm wondering what else I should be doing…
Why does AI-generated code pass review but behave strangely in production?
AI-generated code can look clean, pass tests, and survive review, yet still behave subtly differently under real production traffic. The problems often come from unusual structure that is…
How do you handle discovering that a bug was actually load-bearing?
I fixed what looked like an obvious bug in one of our services: a retry path was running more often than intended. The deployment appeared healthy, but two…
How do you handle it when a bug fix breaks an undocumented dependency?
I fixed what seemed like an obvious bug in one of our services: a retry mechanism was triggering more times than intended. The deployment looked fine at first,…
How can I stabilize a rushed release before an investor demo?
We closed a funding round recently, and our CTO pushed for a major release before an investor demo in five days. After two weeks of intense work and…
Which Career Path Leads More Directly to DevOps: Full-Stack Development or SDET?
I'm choosing between two positions and want to move toward a DevOps career. One is a full-stack development role using Spring Boot and React at a smaller company.…
Which Career Path Leads More Directly to DevOps: Full-Stack Development or SDET?
I'm choosing between two positions: a full-stack developer role using Spring Boot and React at a smaller company, or an SDET position focused on network visibility testing and…
What Should I Learn Before Starting an AI and Automation Testing Role?
I'm about to begin a testing role on a team that builds AI and Power Platform solutions, including Copilot Studio agents. My background is in software engineering, so…
What should I learn before starting a manual AI and automation testing role?
I'm starting a new position as a tester on an AI and Automation team in about two weeks, and I'd like to prepare as thoroughly as possible. I…
Is the CKA a realistic goal for a mostly manual software tester?
My employer recommended that I pursue the Certified Kubernetes Administrator (CKA) certification, along with a couple of AWS certifications. I work mainly in manual software testing and only…
Why Do I Need a Test Environment If My Test Cases Have Good Coverage?
I'm trying to understand the purpose of maintaining a separate test environment when the application already has comprehensive test cases and strong code coverage. What kinds of problems…
Is the CKA a Realistic Certification Path for a Manual Software Tester?
My employer suggested that I pursue the Certified Kubernetes Administrator (CKA) certification, along with a couple of AWS certifications. I currently work mainly in manual software testing and…
Why Do We Need a Test Environment If Our Test Cases Have Excellent Coverage?
If a project already has comprehensive test cases and strong code coverage, what additional value does a separate test environment provide? I'm trying to understand which kinds of…
Do teams really practice strict test-driven development?
I've been reading about Test-Driven Development and want to know how often teams actually follow the classic red-green-refactor loop: write one failing test for a specific behavior, implement…
What UI behavior is actually worth testing?
I understand unit testing business logic, since it covers code we wrote ourselves. Testing a custom, self-contained component—such as a data table—also seems worthwhile because its behavior is…
Where Can I Find AWS Credits or Grants Before Incorporating?
I'm testing a software project before deciding whether to incorporate a company. Once a few deployments are running, I expect my AWS bill to be around $100–$150 per…