Testing & Quality

6+ hour, 32+ min ago   (336+ words) Every auto-apply tool I have taken apart marks an application "sent" at the same moment: the instant it dispatches the click. That is a read-back of our own input, and it is the weakest signal in the whole pipeline. I…...

9+ hour, 6+ min ago   (770+ words) I made an HTML guide for reading pull requests. When I shared it with coworkers, the visual feedback was encouraging, but I still felt that parts were hard to follow. One person wanted to see the explanation before the code…...

10+ hour, 20+ min ago   (540+ words) Security teams spend a lot of time deciding whether a request should be allowed. The person making that request experiences the decision through a much smaller interface: usually a status code and a sentence. This is Part 3 of Security Infrastructure…...

14+ hour, 48+ min ago   (154+ words) The practical question is whether avoiding a hosted inference charge still looks economical after the machine, electricity, maintenance, review time, and fallback calls enter the calculation. The measurements cover task outcomes, elapsed time, and API charges. The worksheet leaves equipment,…...

6+ hour, 49+ min ago   (33+ words) Modern software moves too fast for manual testing alone. Here’s where AI testing is changing the game. Every …...

11+ hour, 25+ min ago   (1060+ words) Automation copies your process. If the process is confused, you now have confusion running at speed, and nobody to blame in the room because the software did it. That is the failure mode I see most often in businesses between…...

11+ hour, 25+ min ago   (412+ words) When a team asks how to cut pull request review time with AI, the answer they get is usually a vendor number. Atlassian says Rovo cut PR cycle time by 45% in their dogfooding. That number is real, but it's self-attested:…...

15+ hour, 20+ min ago   (947+ words) A while back, I spent weeks trying to find a usability testing vendor for a product launch. Every call ended with a price that made it easy to put the decision off. A few proposals read like a functional test…...

12+ hour, 7+ min ago   (400+ words) Resolvi voltar a esse projeto agora e documentar aqui a lógica que usei e as decisões que tomei na época, tanto como registro pessoal dessa fase quanto para quem estiver enfrentando um desafio parecido hoje. 🔗 Repositório no GitHub Na época,…...

12+ hour, 3+ min ago   (538+ words) Ollama 0.34.0, Debian 13, CPU only, qwen2.5:1.5b. The Responses API, which is the OpenAI-compatible endpoint Codex and similar clients use. Turn 1 plants something the model could not guess: password. Now two controls. The same question with the full history sent in the request…...