标签：#Product

The open-source AI streamer that actually feels alive Discussion | Link

Stop fumbling for cables in the dark. These WIRED-tested stands and pads will take the hassle out of refueling your phone, wireless earbuds, and watch.

I'm one of those people who enjoy on planes and in public spaces in general. But the issue of privacy was always a hurdle.

To get to $600, Apple and HP made different compromises. If you demand more power and performance, the HP Omnibook 3 delivers.

Built like a tank, the endlessly capable GoRuck GR1 is as close to a do-it-all bag as you can get.

A longtime pro barista’s favorite tools for dialing in the perfect shot at home.

Trace AI requests, workflows, and costs in one timeline Discussion | Link

Over 51% of all GitHub commits in early 2026 are AI-generated or AI-assisted. That statistic creates a problem no one anticipated when AI coding tools first launched: who reviews the AI's code? The answer, increasingly, is another AI. The AI code review market has grown rapidly alongside vibe coding and AI-first development workflows. But the category is fragmented there are PR-level reviewers, IDE inline analyzers, security scanners, and general-purpose AI assistants all claiming to do "code review." They work very differently, and picking the wrong one for your workflow is a real productivity cost. This guide cuts through the noise. We explain what each category does, highlight the best tools in each, and give you a decision framework to help you choose what fits your actual situation. Why AI Code Review Is Now Essential Three converging trends make AI code review the category to watch in 2026: AI-generated code has real quality problems. Research shows 45% of AI-generated code fails at least one OWASP Top 10 security check, and 53% of developers have found security vulnerabilities in AI-written code. When you use tools like Cursor, Claude Code, or GitHub Copilot to write 80% of a feature, you're shipping code you may not have read line by line. Code review is a bottleneck. Stack Overflow's 2026 developer survey found code review wait time is the top-ranked productivity killer. For solo developers and small teams, reviews pile up and slow shipping. AI reviewers don't have calendars. The security stakes are rising. As more non-developers ship production code via vibe coding, the need for automated security checks compounds. AI review tools catch issues like SQL injection, CORS misconfigurations, and hardcoded secrets before they ship. Two Categories of AI Code Review Before picking a tool, understand that "AI code review" means two distinct things. 1. PR-Level AI Reviewers These run at the pull request level. When you open a PR on GitHub, GitLab, or Bitbucket, they

Design a home instantly with AI Discussion | Link

As developers, indie hackers, and solo founders, we launch numerous static sites, minimal landing pages, and open-source project documentation blocks. Every single one of these deployments shares a universal prerequisite: a reliable path to gather raw incoming user feedback, inbound sales leads, or bug reports. The traditional path of least resistance has long been to embed a hardcoded HTML <form> inside our page, or worse, expose a standard mailto: link. However, we all know what happens next. Within hours of your app hitting public hosting servers or GitHub, automated asynchronous spam bots find your raw source code, harvest your personal email address, and turn your inbox into a living nightmare. I used to spend hours configuring captchas, writing honey-pot filters, or spinning up custom Serverless Lambda routines just to secure a simple contact form. Eventually, I realized I was fighting the wrong battle. The best way to protect your inbox isn't to build a better shield around your frontend form; it's to remove the form from your code entirely. That is why I built FormCrab.com . 🦀 The Problem: Why Client-Side Forms are a Risk When you embed a custom form or mailto link into your landing page, you are effectively publishing your communication architecture to the world. Spam bots don't even need to render your page anymore; they use basic regex scrapers to crawl through millions of raw static HTML repositories looking for keywords like type="email" or action="..." . Once your endpoint or raw email identity is captured, it is added to bulk programmatic marketing lists. The Trade-Off We All Hate: Option A: Spin Up a Custom Backend. Configuring an Express or Spring Boot API routing layer solely to act as an authenticated SMTP relay. This adds infrastructural complexity and database burdens to what should be a 15-minute frontend project. Option B: Use Form Backends. Even if you use a standard form endpoint handler, you still have to code the frontend UI, handle valida

OpenAI launches Rosalind Biodefense, expanding trusted access to GPT-Rosalind for vetted developers and U.S. government partners advancing biodefense, public health, and pandemic preparedness through frontier AI.

The best AI tools for conversion rate optimization (CRO) in 2026 are the platforms that continuously...

Notify your AI agent when the web changes Discussion | Link

Safety-first walking navigation to walk the safest routes Discussion | Link

Browser music and piano studio with visual harmony tools Discussion | Link

Give customers AI analytics inside your product. Discussion | Link

TRIESTE, Italy – For developers, system administrators, and digital hoarders alike, the daily struggle of locating a specific snippet of text buried deep inside hundreds of nested project files is a universal headache. While heavy-handed IDEs and clunky terminal commands exist, they often feel like using a sledgehammer to crack a nut. Enter FiXiY, a lightweight, blazing-fast utility designed to do exactly one thing flawlessly: scan a folder and find precisely what you’re looking for inside the files. Created by software engineer Lorenzo Battilocchi (known online as XeroHero), FiXiY has officially launched as a free, open-source project on GitHub. Simplicity Meets Speed Unlike built-in operating system searches that are notorious for missing code snippets or taking ages to index, FiXiY bypasses the bloat. It provides a localized, no-nonsense approach to file-content searching. Users simply point the tool to a folder, type in the phrase, string, or code block they need, and FiXiY maps out every instance across all supported file types within seconds. "As developers and creators, we waste an incredible amount of cumulative time just navigating our own file structures looking for a variable, a configuration line, or a specific piece of text," says creator Lorenzo Battilocchi. "FiXiY was built out of necessity. It’s a nimble, friction-free alternative for anyone who wants instant answers without waiting for a massive IDE to load or fighting with complex regex syntax in a terminal." Key Features of FiXiY: Deep Folder Scanning: Recursively searches through complex directory trees and nested folders seamlessly. Intelligent Text Matching: Pinpoints exact strings of text, code, or data buried within plain text, source code, scripts, and logs. Lightweight Footprint: Operates with zero background bloat, making it perfect for rapid-fire asset hunting on any machine. 100% Open Source: Built transparently for the community, ensuring full privacy with no data leaving your local mac

Hey DEV community! 👋 A few days ago, I built a VS Code extension called Marksmith to fix the most annoying parts of writing Markdown (like pasting Excel tables and syncing preview scrolls). But recently, I noticed a huge shift in my own workflow: Half the Markdown I write isn't for humans anymore. It’s being fed directly into Claude, ChatGPT, or Gemini as prompts and context. When you're constantly stuffing docs into context windows, two things happen: You worry about hitting context limits (or racking up API costs). You waste time dealing with AI "hallucinations" when you ask it to generate docs back for you. So, for the v0.3.0 release , I decided to pivot Marksmith into something new: An Agent AI-Ready Markdown Toolkit. 🚀 Here is what I added to survive the AI era: 📊 1. Real-time LLM Token Estimator Instead of just counting words, Marksmith’s Document X-Ray sidebar now includes a Heuristic Token Estimator for GPT, Claude, and Gemini. Before you copy-paste that massive README into your AI assistant, you can see exactly how "heavy" it is in terms of tokens right inside your editor. No more guessing if you're about to blow past your context limit! ✂️ 2. Copy Optimized for AI (1-Click Minify) Formatting is great for humans, but LLMs don't need all those extra spaces, perfectly aligned markdown tables, or empty lines. I added a CodeLens button at the top of your files. Click it, and Marksmith instantly minifies your Markdown (compresses tables, strips blanks) and copies it to your clipboard. Result: You save significant tokens and API costs without ruining your beautiful local .md file. 🕵️ 3. Hallucination Quick Fix Ever ask an AI to write documentation, and it leaves behind a bunch of [TODO: Insert link here] or makes up a fake local image path? Marksmith now automatically scans your document and puts a red squiggly line under AI placeholders and broken local links . Click the 💡 icon, and you can instantly strip them out or fix them. It acts as a safety net before you

Every Linux PHP developer knows the dance. You need to switch from PHP 8.1 to 8.3. You run your sudo commands, update your global symlinks, and then realize your local development server in the other window just crashed because it was running on the old version. Why should managing PHP versions be a system-wide struggle? The Solution: Per-Shell Version Isolation phpvm brings the seamless developer experience of tools like pyenv , rbenv , or nvm to the PHP ecosystem on Linux. Instead of changing /usr/bin/php globally, it uses a lightweight shim directory prepended to your PATH . When you call php , the shim inspects your environment variables and forwards the execution to the correct binary. It supports three layers of resolution, falling back gracefully: Shell pin : Pinned manually via phpvm shell <version> Project default : Resolved from .php-version or composer.json requirements when you cd into a directory Global default : The system fallback managed by update-alternatives Effortless Provisioning No need to look up repository installation guides. The built-in installer automatically detects your distribution (Ubuntu or Debian) and configures the appropriate upstream repositories (Ond?ej Sur�'s PPA or deb.sury.org ) to fetch the exact CLI and FPM packages you need. Polish in v2.5.1 Our latest release focuses on making the environment rock-solid: Tray App Auto-Start : Spawns the GTK desktop tray app immediately after installation by resolving the graphical session environment from active processes. PATH Priority : Actively prevents IDEs, login shells, or snap profiles from overriding the shim's position in PATH . Clean Cleanup : Ensures all background processes are terminated during uninstallation. Getting Started You can install or upgrade using the interactive script: curl -fsSL https://raw.githubusercontent.com/rijverse/phpvm/main/install.sh | sudo bash If you are already running v2.5.0, simply run: phpvm --self-update Check out the project website, or find the

For a long time, I thought productivity was about effort. Work harder. Focus more. Stay disciplined. Manage time better. Most productivity advice is built around some version of this idea. Then I noticed something strange. Some days I could spend ten hours at a desk and accomplish almost nothing. Other days I could spend three hours working and make more progress than I had all week. The difference wasn't effort. The difference was context. The Most Expensive Thing Is Not Time Ask people what their most limited resource is and most will answer: Time. But for knowledge workers, engineers, researchers, writers, and designers, I think the scarcer resource is often something else. Mental state. The ability to hold a problem in your head. The ability to remember why a decision was made. The ability to see connections between ideas. The ability to continue a train of thought without interruption. That's the state where meaningful work happens. And it's surprisingly fragile. Every Context Switch Has a Cost Imagine you're debugging a difficult issue. You've already: read the logs inspected the code traced the requests formed a hypothesis You're finally starting to see the shape of the problem. Then: a Slack notification arrives someone schedules a meeting an email requires attention a different task becomes urgent The interruption itself might only take two minutes. The real cost is what disappears. The mental model. The momentum. The partially constructed map inside your head. The next time you return to the task, you don't continue where you left off. You rebuild. Software Often Creates The Problem It Tries To Solve One thing that surprised me after building products for years is how much software exists primarily because other software creates friction. A note-taking application exists because memory is limited. A task manager exists because priorities change. A research assistant exists because information is fragmented. Many tools are not solving fundamental problems.