标签：#review

The Music Studio 7 is an excellent Sonos alternative that can pull double duty in the living room.

Bitdefender VPN has an excellent starting price, even if it lacks the advanced features that privacy nerds may want.

Choosing a test management tool is rarely just a QA decision. Developers feel the consequences every day: how hard it is to publish automated results, how much context a failed test carries, whether CI artifacts are traceable, and whether test case IDs become useful metadata or bureaucratic friction. This article compares five widely used testing management tools from a developer's point of view: TestRail Xray Zephyr Scale Azure Test Plans qTest The companion repository is public and runnable: https://github.com/andre-carbajal/testing-management-tools-comparison It includes a TypeScript + Playwright project that runs real tests, emits JUnit/JSON/HTML reports, converts Playwright output into a neutral TestRun schema, and generates local dry-run payloads for each tool. No vendor credentials are required. Why test management tools still matter in CI/CD Modern teams already have automated tests, pull requests, CI dashboards, and observability. So why add a test management layer? Because CI answers what happened in this build , while test management answers broader questions: Which requirements or Jira issues are covered by automated tests? Which manual and automated checks belong to a release gate? Which failures are new, repeated, waived, or blocked? Which test cases are business-critical enough to audit? Which teams own gaps in coverage? The developer pain starts when the tool requires fragile scripts, manual exports, or hard-coded IDs scattered through test code. A good integration keeps automation-first workflows intact: tests run in CI, reports are archived, and the management tool receives only the metadata it needs. Comparison table Tool Best fit Developer integration model Strengths Tradeoffs TestRail Teams that want a standalone QA test repository REST API result publishing, usually from CI Clear test case/run model, mature reporting, easy to understand Requires mapping automation IDs to TestRail case IDs; separate from issue trackers unless integrated Xray Jir

Xgimi, the Chinese company known for its all-in-one smart projectors, is expanding its portfolio with a new line of screen-equipped smart glasses that first debuted at CES 2026. Unlike AR glasses from companies like Meta and Snap, Xgimi’s new privacy-focused MemoMind One skip cameras for a lighter and more discreet design that helps hide their […]

With AI-powered noise reduction, an automatic speech-focusing system, and a simple, effective hearing test, it’s a shame these aids don't come with a better app.

I'm sure we're all familiar with Dark Crystal, so we know that Jim Henson can be weird and tackle slightly more mature subject matter. But there is little in his oeuvre that is quite as mind-bending as the Muppetless The Cube. This 1969 teleplay was produced for an NBC anthology series called Experiment in Television, […]

You ask Claude to review your code. It says "looks good, clean, well factored". Of course it does. It wrote that code five minutes ago. You just asked the author to grade his own paper, and he gave himself an A. Having an AI review code works. But not by asking the one who just wrote it. Quality doesn't come from a smarter model, it comes from an architecture where no role checks itself. The self-preference bias This isn't a hunch, it's measured. A model evaluating its own output rates it higher than others' at equal quality: the self-preference bias , documented by Panickssery and co-authors in 2024, and it's causal, not correlational. The model recognizes its own style and prefers it. In practice that means the naive loop "write, then review what you just wrote" is broken by construction. You don't get a review, you get a justification. The agent already decided its code was good the moment it produced it; asking again only confirms. The blind reviewer So the first rule: the reviewer is never the author. In my config, the review agents run in a clean context . They don't see the implementation prompt, they don't know what constraints the author set, they meet the diff like a colleague on Monday morning. And when the author is a known model, the reviewer is from a different family , to break style recognition. One detail matters as much as the rest: the developer's name never enters the reviewer's prompt. No "this was written by a senior", no "review this model's work". The author's identity is exactly the information that triggers the bias. We take it off the table. No finding without a receipt The second trap is the opposite of the first. An AI reviewer, especially in a clean context, tends to over-flag: it invents problems to look useful, it flags "vulnerabilities" that aren't. A review that cries wolf on every line is no better than a complacent one: either way, you stop listening. Hence the receipt rule. Every finding must cite a file:line and pass a check bef

I've seen lots of so-called "smart" bike locks over the years, but none so far could justify the added cost. A newcomer that got its start securing ATMs for banks is trying to change that. There's nothing wholly unique about the TMD Chain Lock, but the combination of materials, performance, and insurance-friendly ART-2 certification makes […]

A roundup of recent reviews published by Engadget.

What's the Password? has a simple concept: To solve each of the game's more than 100 puzzles, you have to type in the right four-digit password on a number pad. That might sound like a limited constraint. But the simplicity gives solo developer Dan DiIorio, better known as TrampolineTales, lots of room to play with […]

Everyone is sick of spam calls and creeper sites that show weirdos where you live—but can any service solve it?

The Oppo Bubble is a smart second screen for your phone, one that can be attached and detached at will, connects wirelessly, and serves as either a selfie screen or a wireless camera remote. It's the best version of this idea I've used yet, but also a frustrating reminder that it could be even better […]

I have long been on the hunt for the perfect distraction-free writing setup. The latest contender is BYOK, which stands for Bring Your Own Keyboard. It's a simple $199 black plastic rectangle with a low-resolution LCD screen that lets you edit text and does almost nothing else. I've tried dedicated apps. I've even converted an […]

After years of struggling to curb my screen time, apparently all I needed was a $59 hunk of plastic.

Google’s first new smart speaker in six years is here and once again leads its competitors—now with paywalled features.

With its new pickup, Slate Auto is making a simple bet: price matters more than almost anything else. The company announced today that the American-made electric truck will start at $24,950, placing it squarely in the mid-$20,000 price range it had originally promised and making it the least expensive pickup truck and EV available today. […]

The biggest Switch 2 exclusives so far have largely been about scale. Mario Kart World introduced a wide open continent to race across, Donkey Kong Bananza let you smash basically everything around you, and Pokopia brought an expansive Minecraft-style creative experience to the Pokémon universe. Star Fox is different. A remake of a Nintendo 64 […]

These goggles have an excellent display, solid metric tracking, and an open-water “SwimStraight” feature. But the real smart tech requires a subscription.

BenQ’s 4100i projector shines with its amazing color reproduction, excellent contrast, and a buttery cinematic mode.

Although it's on the smaller side, this electric vehicle is not very chill.