They came within 4 minutes of deployment. No announcement. No traffic. Just a fresh GCP instance with a honeypot running — and 240 seconds later, the first connection attempt hit. This is the story of CERBERUS: my AI-powered honeypot system, what I built it with, and the attack patterns I observed from real threat actors in the wild. I'm a cybersecurity student and independent researcher in Nairob
Change the default voice to "Siri Voice 1" in System Settings - then your say MacOS command will sound more appealing (less robotic). Open System Settings Search for "Voice Live Speach": Click the ℹ️ icon near "System Voice": Click the arrow ➡️ near "Voice" in the new window: Search for "Siri": And click the download icon 🌩️ near the Voice 1 (IMHO the best, feel free to choose your prefer
This setup is basically a secure way to run a private server in the cloud without exposing it directly to the internet. Here’s the simple idea: In short: Everything is locked down. The public only sees the firewall, admins use a secure door, and the actual server stays hidden and protected.
If you are building a FiveM roleplay server, Discord Rich Presence is one of those small details that makes a big difference. It replaces the generic "Playing FiveM" status with your server name, logo, and player count. Every player on your server passively advertises your brand to their entire Discord friends list. The setup is straightforward but the implementation differs depending on your fram
Deepfakes are coming for your KYC flow I've spent a lot of time lately running suspicious images through AI or Notprofile photos, government ID scans, the kind of stuff that shows up in fraud reports. What I've noticed over the past few months is that the gap between "obviously fake" and "passes a casual check" has basically closed. The Atlantic piece that dropped last week made that concrete in
The File Search tool in the Gemini API now supports multimodal retrieval by adding support for Gemini Embedding 2. This update allows images, such as charts, product photos, and diagrams, to be natively indexed and searched in the same store as your text-based documents. This post covers how to use the File Search tool end-to-end: creating a store, uploading documents and images, querying with gro
When you're working with data, one of the most common things your code does is search. Let's say you have a list of users, transactions, or even just numbers. How you search through that data can make the difference between Two of the most fundamental ways to search are linear search and binary search. They solve the same problem, but they behave very differently as your data grows.
Hi everyone, my name is P Swyom Sanjog. Welcome back to my blog—I hope you’re all doing well. Today, I’m bringing a new topic: Virtual DOM. Let’s understand what the Virtual DOM is in simple terms. We’ll cover key questions like what it is, why it’s used, and how it works. So, let’s get started! Virtual Dom So, let’s break down the topic into “Virtual” and “DOM.” Virtual means something that exi