Testing & Quality

19+ min ago   (1056+ words) Do you trust AI code? Of course you don't. Not fully. And here is the part that's easy to miss: it usually isn't wrong. It's incomplete. The code compiles, the happy path works, the demo is clean. What's missing is…...

42+ min ago   (571+ words) For an e-commerce sending domain, a one-step onboarding bundle can simplify setup, but it cannot make DNS and mail verification happen at one instant. A hostname cutover is complete only when deliverability evidence comes from the records that recursive resolvers…...

50+ min ago   (623+ words) A common pattern in Rust unit tests looks like this: You have a small function that calls the filesystem, a clock, a socket, an FFI function, or some other dependency. The production code is simple. Then you try to unit…...

3+ day, 10+ hour ago   (262+ words) The team works on building highly scalable, secure, reliable, enterprise grade SaaS contact center software applications with a Build, Test, Deploy, Maintain, Own mindset, using Microservices based architecture and AWS services. Talkdesk solution supports millions of real time interactions on…...

1+ hour, 46+ min ago   (1478+ words) We recently added agent-browser to our UI evaluation workflow. The motivation was simple. A normal E2E test is great when we already know the path: But sometimes I want to ask a different question: I don't necessarily care which valid route…...

1+ hour, 48+ min ago   (456+ words) A team moves its nightly agent job onto a free endpoint. Week one looks perfect. Week four, the queue drains ten minutes late and the on-call engineer has no data. The endpoint did not break. The workload changed shape around…...

1+ hour, 59+ min ago   (679+ words) Every experiment in this series had charged each byte of a count table as resident memory. That is a real assumption and nobody had examined it, which I noticed only after reading someone else's project: a third-party runtime that runs…...

2+ hour, 41+ min ago   (1485+ words) Most "best AI code review tool" comparisons start and end with a benchmark score. That score hides almost everything a team needs to decide with. The useful move is to read the method behind the number, because the number only…...

2+ hour, 21+ min ago   (496+ words) Every team running an AI coding agent eventually hits the same wall: the agent produces a lot of output, and reviewing that output is now the bottleneck. A terminal transcript is not a review artifact. Here is the checklist I…...

2+ hour, 24+ min ago   (641+ words) A characterization test that cannot fail is decoration, not a safety net. Most messy-repo refactors fail the same way. You record golden values, they all pass, and you feel safe. Then you extract a function and ship a silent behavior…...