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I wanted to know which AI notetaker transcribes most accurately — Granola, Fathom, or Otter. So I did the obvious thing: I recorded a real meeting, ra…
AI writes you a working Python script in about ninety seconds. It runs. You move on. But the script has a long afterlife. It picks up a hardcoded Down…
You pushed a commit, opened the Actions tab, and there's nothing there. No red X, no yellow dot — the workflow simply didn't run. There's no error to …
Every elevator has a small metal plate near the doors: 8 persons — 630 kg . It doesn't mean the car snaps at the ninth person. It means an engineer lo…
Most AI agents are not failing because the model is useless. They fail because nobody defined what “working” means. A chatbot can answer a question an…
TL;DR: Pest PHP can test the structure of your code, not just its behavior. Write your team rules as architecture tests and CI enforces them on every …
Goal This post provides a guide on how to run unit tests locally before submitting a Pull Request (PR) to the Athenz repository. Prerequisite: You mus…
A Level 5 Engineer — Issue #6 Preface I want to be upfront about something before we get into it. None of the frameworks in this article is mine. The …
Агенты сейчас пишут тесты уже за многими из нас, будем объективны, все больше людей кидаем таску ему - получают пачку аппрувов и погнали все это мержи…
Webhooks are usually discussed as something your application should process automatically. A payment provider sends an event. A Git hosting service no…
If you've ever tried to run a large Playwright test suite in parallel — the kind that tests email verification flows, magic links, or password resets …
Every fintech developer has done this: you need test data, you reach for Faker, you generate ten thousand transactions, and your demo works. Then a da…
Web testing has become a lot harder to describe in one sentence. It used to be easier to say, “We run some Selenium tests,” or “We use Cypress for fro…
Most test automation demos are too clean. The demo app is stable. The login flow is simple. The selectors are obvious. The data is predictable. CI is …
Let me describe a scene you've lived. A bug report lands. "The completed tasks are still showing up in the active list." You look at the code, spot so…
Webhooks are how modern systems talk to each other asynchronously. Stripe sends them. GitHub sends them. Shopify, Slack, Twilio, Postmark, SendGrid, M…
Shifting from traditional application testing to serverless TypeScript engineering is all about shifting your perspective: you stop testing a running …
Originally published on the Prufa blog . In June 2026 we pointed Prufa's free audit at 50 products that had just launched on Show HN — every launch fr…
Most of today went into a user-management overhaul in kickoff — my Laravel starter kit. Flyout CRUD panels, bulk actions, permission assignment, and t…
The 2026 Agentic Coding Trends Report buried a stat that should be on every engineering leader's radar: 60% of enterprises are shipping untested code …
Here's a fun one. You build a package that backs up an app's config — the .env plus the settings stored encrypted in the database — into a single pass…
Guard Skills: The AI Code Quality Alternative That Catches Failure Modes Before They Ship If you're looking for a serious AI code quality alternative …
Frontend testing has become weirdly broad. A few years ago, a lot of teams treated it as "write some Cypress tests" or "run Selenium in CI." That was …
MailHog was the go-to fake SMTP server for years. It's simple, free, and gets the job done locally. But if you've tried to use it in a modern CI pipel…
Three distinct questions, three distinct disciplines and confusing them is how bugs, outages, and breaches get through. Most teams start with one type…
A broken doc still renders. That is the whole reason documentation rot is so dangerous. The page looks fine right up to the moment someone clicks the …
On one side, it has never been easier to generate tests. You can ask AI to write Playwright code. You can record flows. You can use no-code tools. You…
i maintain a powershell script that strips a pile of telemetry and bloat services off a fresh windows install. the feature people actually care about …
RAG-Based Testing Series — Part 4: Edge Cases — What Breaks RAG & How to Catch It "Your users will never read your happy path. They will, however,…
The Author Doesn't Have to Be an Engineer: How the Harness Holds Quality (Series Part 5) Self-healing guardrails for business-side PRs Ryosuke Tsuji R…