MFMUHAYEMARIYA Faustineinfaustinemuhayemariya44.hashnode.dev·4h ago · 13 min readUnderstanding Code Coverage with Pytest: Statement Coverage vs Branch CoverageI want to share something that confused me for a while, because I think a lot of us run into this without realizing it. I wrote some tests, ran pytest, and got this: One test. One pass. I honestly t00
LSLaiCai Screen Mirroringinlaicaiapp.hashnode.dev·12h ago · 2 min readEmulator-first Android automation still needs real-device validationAndroid emulators are excellent for the first layer of automation. They are repeatable, cheap to reset, easy to run on a workstation, and useful when a team is still designing a workflow. If a visual 00
OOmnithiuminomnithium.hashnode.dev·1d ago · 12 min readThe Agentic AI Testing Pyramid: From Unit Tests to Autonomous Chaos EngineeringWhy the Classic Test Pyramid Collapses for Agentic AI Can you test an autonomous agent the way you test a microservice? You can't. The old pyramid (unit, integration, end-to-end) assumes deterministic00
PKPatrick Kearnsindotnetdigest.com·2d ago · 12 min readBuild a Chaos Proxy in C#Most API clients are tested against the best possible version of the downstream system. The downstream responds quickly. The JSON is valid. The status code makes sense. The connection stays open. The 00
VMVirginia Mwegainvirginiamwegahashnodedev.hashnode.dev·3d ago · 7 min readEvaluating Agents With an LLM-as-Judge Harness (Without Kidding Yourself About It)Key Takeaways You can't unit-test a coach agent the way you test a pure function — the output is non-deterministic and "good" is a judgment call, not an assertion. An LLM-as-judge harness lets you g00
FCFabien Clotildeinjarstak.hashnode.dev·3d ago · 8 min readHow to Assign A/B Test Variants Without Third-Party CookiesThird-party cookies are gone. Safari and Firefox blocked them years ago, and Chrome has spent the last few years dismantling them. For most of the web that's a tracking problem. For A/B testing it's a00
IAIAAP Auditiniaapaudit.hashnode.dev·3d ago · 3 min readAccessibility Audit Reports: Evidence, Severity, and GovernanceAccessibility reports often fail for a simple reason: they list problems, but they do not help the organization make decisions. An effective report should help multiple groups at the same time. Compli00
ANAyush Nigaminayushnigam.hashnode.dev·3d ago · 16 min readArchitecture for Testable Code1. The Problem I have hit the several architecture problems across every codebase I have tested. Business logic fused with database queries — you cannot test the logic without spinning up a real datab00
CDChitrajan Dhimaninqality.hashnode.dev·4d ago · 5 min readWhy Your Regression Tests Keep Failing (And How to Finally Fix Them)The 2 AM Debugging Session No One Talks About Your regression tests passed yesterday. Today, three of them are failing. You restart the suite. Two pass. One fails again. Sound familiar? You are not de00
ASAltan Sezer Ayaninaltansezerayan.hashnode.dev·4d ago · 3 min readMock Jutsu: The Synthetic / Mock Test Data Generator Built for Banking and Fintech QAAfter 12 years of QA work in digital banking and fintech, one problem never went away: realistic test data is hard to generate correctly. Most tools give you random strings. Banking systems need more 00
