Agentic coding tools like Claude Code, OpenAI Codex, Google Antigravity, and Cursor have become ubiquitous for everyday software development. As agentic systems mature, much of the work developers hav
RugOne's Xsnap 7 Pro comes with both an IP68 and IP69K rating, meaning the rugged phone can survive intense water blasts and complete submersion for up to 30 minutes. But what really sets the Xsnap 7 Pro apart from everything else on the market is that one of its three rear cameras can be removed […]
After showing off several smart home firsts at CES, Aqara has returned to IFA with a major lineup of smart lighting compatible with both Zigbee and Thread. One of these new devices is the Floor Lamp T1, which trades the look of a typical lamp for an LED-equipped pole attached to a base. The lamp […]
Following the lead of companies like Xteink, Lexar is the latest to sacrifice a USB-C port in the pursuit of slimming down its hardware. When the Lexar Muse Ultra-Slim Portable SSD launches later this year in 512GB and 1TB capacities it will be one of the slimmest you can buy. At its thickest point in […]
While restaurant owners might look to generative AI as a shortcut to sprucing up their menu, customers can viscerally sense that something is wrong with the food.
Most MVPs don't become expensive because developers write bad code.
They become expensive because teams build too much before learning what actually matters.
A typical product starts like this:
“We need authentication, dashboards, notifications, payments, analytics, admin panels, integrations…”
And suddenly, the “MVP” has become a 4-month project.
The problem isn't development.
The problem is deciding what doesn't need to be built yet.
An MVP Should Answer One Question
No...
This article was originally published on the Zenrows blog. Read the original here: https://www.zenrows.com/blog/web-aware-agent-openai-agents-sdk-zenrows
This guide shows you how to register Zenrows Fetch as a @function_tool next to WebSearchTool in a single OpenAI Agents SDK agent, so the model routes between discovery and live-page retrieval on its own each turn. You need Python 3.9+, an OpenAI API key, and a Zenrows API key.
All the code is on GitHub .
Before you ...
Inside ATLOCK v4: A Deep Technical Teardown
TL;DR — ATLOCK is a ~3,000-line, single-file Python security suite for Windows that combines OS-level lockdown, NTFS ACL file locking, a Fernet/PBKDF2-encrypted password vault, and webcam-based intruder response — all wrapped in a customtkinter UI and shipped as one .exe. This post breaks down how it's built, why certain decisions were made, and — just as importantly — where the trade-offs are, because a security tool that hides its own weak points ...
When you hear "chatbot" in 2026, the obvious architecture is something like:
For one of our projects, we deliberately didn't do that.
The chatbot needed to answer questions about things like:
prices;
opening hours;
appointments;
service availability;
business policies.
For those kinds of questions, we cared more about predictability than creativity.
If the business says:
We only work by appointment.
we don't want a model to turn that into:
Appoint...
When traditional automated audit tools (like Google Lighthouse) scan a webpage, they test for DOM metrics and performance : Largest Contentful Paint (LCP), missing ARIA labels, image dimensions, or meta tags.
What they CANNOT tell you:
"Your primary CTA button blends directly into the hero gradient background."
"Your pricing table has cognitive overload and 5 competing badge colors."
"Your sign-up form creates visual friction by hiding password requirements."
To solve t...
TL;DR
Attempted to introduce modern UI architecture (unidirectional data flow and component separation) to Garmin app development, an environment severely constrained by kilobytes of RAM and a weak CPU.
Built a custom Hooks-like library for the Monkey C environment, but calling it directly inside the render loop caused excessive CPU load.
Adopted a "Props Packing Pattern" (passing arrays) and the "Container/Presenter Pattern" as a solution.
Traded a negligible 0.8ms per-frame overhea...
I just built a salon website that doesn't need a developer every time something needs to change
And that's the part I'm most excited about.
I built a fully customizable, multi-page salon website using:
Next.js 16
Tailwind CSS
Strapi CMS
The idea was simple
A business owner should be able to update their website without touching the code.
Want to:
Add a new service?
Add/remove sections?
Publish a new blog/article?
Change images and conten...
A customer sent us a screenshot of a 500 error with a timestamp. That was all we had. The request had passed through an API gateway, an auth service, an orders service, and a payments service, and each of them logged beautifully in its own format, into its own index, with no shared identifier anywhere. Finding that one request meant grepping four log stores by timestamp window and guessing which lines belonged together.
We got it eventually, about ninety minutes later, by correlating on a use...
The Redistribution Gap: How Social Media, Language, Perspective, and Cost Control Access to Information—and How to Benefit From It
We live in a world where information can be created faster than ever before.
AI can turn a few ideas into an article, translate content into multiple languages, create summaries, generate videos, explain complex concepts, and adapt the same information for different audiences.
Yet there is a growing problem:
Just because information exists does not mean...
A short, reproducible guide to wiring ArgoCD login to AWS Identity Center using ArgoCD's bundled Dex as a SAML service provider. Works whether IdC's identity source is its own directory or an external IdP (e.g. Google), with a couple of non-obvious gotchas that will cost you hours if you miss them (see Gotchas).
Why this approach
Access governed in IdC : grant/revoke ArgoCD like AWS account access; one plane to on/offboard.
No client secret : SAML trust is cert-based (I...
That's at least what every tech bro is saying right now on Twitter.
The next wave, apparently, is graph engineering.
Okay, So What the Heck Is Graph Engineering?
If you picture a normal AI agent, it's typically one model looping through an entire task by itself, over and over, until it decides, yeah, this is good enough.
Graph engineering breaks that into smaller pieces called nodes.
A node is just one specific job, a researcher, a writer, or a fact checker. Each has its...
Code and results: github.com/ashwin-sridhar/silent-failure-harness
There's a specific kind of bug I have a hard time explaining to people who haven't hit it. Not a crash. Not a stack trace. A test suite that's green, a system that looks "up," and a business event that just — isn't there. Nobody's system logged an error, because from its point of view nothing happened. That's not a metaphor. That's the literal failure mode.
I wanted to know whether the pattern I'd designed around this wa...