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A developer's guide to understanding and deploying autonomous AI agents in telecom infrastructure. Telecommunications networks are among the most complex distributed systems on the planet. A single tier-1 carrier manages hundreds of thousands of nodes, processes billions of events per day, and maint
The Certified Kubernetes Administrator (CKA) is not a multiple-choice exam, and that single fact changes everything about how you should prepare for it. There's no bluffing, no "process of elimination," no memorizing a question bank. You get 2 hours, 15–20 tasks, and a live Kubernetes cluster, and y
TL;DR: Your agent logic is fine. The problem is what happens the moment it touches a real API: Stripe, GitHub, Resend, HubSpot. Wrong schemas, silent failures, no guardrails. That's the layer nobody talks about, and it's where production breaks actually happen. You build an agent that handles custom
The UK is reviewing its National Health Service partnership with Palantir to decide if it will end the contract early.
The SwitchBot Relay 1PM Switch turns a device on and off and tells you how much power it's using.
Cron's biggest problem isn't scheduling — it's silence. A cron job can fail every night for a month, and unless you're manually checking logs on the server, you won't know. No alert, no dashboard, no audit trail. Just a backup that doesn't exist when you need it, or a data sync that quietly stopped
Anyone working with several projects and an AI assistant knows the problem: in every repo you explain anew how you name things, what the layer architecture looks like, why you deliberately don't use this one library. The decisions were made long ago. But they live in your head, scattered across repo
How I Published My Own Validation Package on npm As developers, we've all done this: if (!email) { throw new Error("Email is required"); } if (typeof email !== "string") { throw new Error("Email must be a string"); } if (!email.includes("@")) { throw new Error("Invalid email"); } Now imagine doing t
I came to programming late — I didn't get into this world until I was past For years I watched infrastructure teams keep their AWS inventory in One day I asked the obvious question: we have tfstate, we have boto3 — why are SyncVey is a self-hosted web app that: Inventories your AWS resources into a
Prologue A while ago, I decided to develop a fully accessible main navigation component in React and write a series of articles documenting the steps it took to create a non-trivial accessible component. In my last development article, I covered using an array of navigation objects to determine cond
This post is part of a series. Start here if you haven't already. After the benchmarks post, I got a question that comes up every time I talk about Inglorious Web's rendering model: "If the whole tree re-renders on every state change, wouldn't it be better if you memoized render functions the way Re
Intro You’re using ChatGPT or Claude to speed up development. Good. Then suddenly: your migrations are broken. AI tools love editing files they shouldn’t touch, especially: SQL migration scripts EF Core migration files Schema snapshots This is dangerous. One wrong change can corrupt your database hi
IBM and HashiCorp have announced new LDAP secrets management capabilities in IBM Vault Enterprise 2.0, introducing a redesigned architecture to manage LDAP credentials, support password rotation, and automate the identity lifecycle. By Craig Risi
Spend a few hours in Claude Code and the screen is mostly English — tool output, reasoning traces, permission prompts asking you to read and decide. Syntax highlighting is almost irrelevant. What matters is whether body-size prose stays comfortable after six hours of sessions. Most terminal themes w
Netflix engineer Casey Bleifer shares how to achieve rapid, automated code changes across a massive, diverse software fleet. She discusses building an event-driven orchestration platform using composable, Lego-like steps, and explains how Netflix utilizes automated canary validation, compliance chec
TL;DR: Create React App builds bake environment variables at build time. ConfigMaps let you inject runtime configs into your container. Here’s how to bridge them so the same Docker image works across dev, staging, and production. The Problem js dockerfile FROM nginx:alpine But now you want different
America wants to build robots, not just import them. A New York startup has just raised $200mn to do exactly that. Standard Bots has closed a $200mn round that values the company at $1bn, minting a fresh robotics unicorn. The financing was led by General Catalyst and RoboStrategy, a fund dedicated t
France built its own encrypted messenger so civil servants would not have to trust WhatsApp or Telegram. Now that messenger has been breached, and the government and the attacker cannot agree on how much was taken. France’s National Cybersecurity Agency, ANSSI, detected a compromise of Tchap on 7 Ju
The most recent variants of the self-propagating attacks are named Miasma and Hades. The post Over 100 NPM, PyPI Packages Hit in New Shai-Hulud Supply Chain Attacks appeared first on SecurityWeek.
The flaws could lead to the disclosure of sensitive information, memory corruption, and disruption of normal system usage. The post SAP Patches Critical NetWeaver, Commerce Vulnerabilities appeared first on SecurityWeek.
