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News
Why a PR walkthrough can pass validation and still be hard to read
1+ hour, 13+ 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…...
Stop Returning “Access Denied”
2+ hour, 27+ 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…...
Can a Local Coding Model Save You Money?
6+ hour, 55+ 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,…...
AI Won't Fix a Broken Process. Map It First, Then Automate
3+ hour, 32+ 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…...
Reduce PR review time with AI: what the 45% claim leaves out
3+ hour, 32+ 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:…...
Top 7 Usability Testing Companies
7+ hour, 26+ 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…...
meu primeiro teste: LuizaLabs
4+ hour, 14+ 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,…...
Ollama's Responses API accepts previous_response_id, returns 200, and forgets the whole conversation
4+ hour, 10+ 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…...
My Harness Used One Label for Three Different Failures.
4+ hour, 3+ min ago (1083+ words) Three fixtures, three separate calls into the same reducer. Here is the complete failure_reasons each one returned, unedited: These are minimal fixtures with no sandbox event and no tool response, so the first and last codes fire in all three and…...
Playwright email verification can pass for the wrong reason: six checks for a trustworthy test
4+ hour, 58+ min ago (575+ words) We deliberately made an email-verification test finish on the wrong account. The page said Email verified. Playwright passed. Then we added an assertion for which account had been verified. The same scenario failed. This was a controlled browser experiment with…...