Identity security consolidation helps federal agencies reduce risk, cut costs and strengthen Zero Trust by unifying governance, access and AI controls.
Standby mode is both a blessing and a curse. Fast startup times and background processes are convenient, but have you ever stopped to ask how much these services are worth to you per year?
As predominantly indoor creatures, itβs important to maintain a healthy habitat for the hacker. [Kishan Pratap Singh] designed a clever solution in AirSense, an ESP32-powered air filter.
If youβre thinking of cleaning the air in your environment, you might also want to know some properties about the air coming out of the filter. AirSense measures PM2.5 dust concentration, Air Quality Index (AQI), temperature, humidity, and atmospheric pressure. The various sensors are mounted along the exhaust path of the filter, which lets your know what kind of air itβs pumping out.
The system drives a 150 mm exhaust fan mounted in a 3D printed cap that pulls air through a cylindrical Xiaomi HEPA filter inside a perforated metal trash can enclosure. The ESP32 and an LCD readout of the environmental data also live in the cap, giving the device a sleek look. While [Singh] chose to run the filter continuously, we wonder if it might be interesting to set it up to only filter the air if air quality drops below a certain level to conserve power, especially if youβre on a time-of-use power plan. That would require redesigning the sensor assembly (or running the unit in reverse), so maybe itβs over-complicating things?
In an ideal world, the role of technology would be to make all of our lives easier. And although all the ads suddenly appearing in our smart TVs and gaming systems might make it seem otherwise, some technology can still improve our lives if we work hard at it. For [Cian], that meant training a neural network to read his gas meter so he wouldnβt have to do it himself.
The root issue here is twofold, first that [Cian]βs gas company hasnβt upgraded their own technology to modern, remote-readable meters, and second that the meter canβt be read by a gas employee because itβs hidden in the depths of [Cian]βs basement. This latter fact requires him to delve into Moria-like depths to get to the meter, so the solution here was to place a Raspberry Pi in this location instead. With a camera pointed at the meter, itβs not quite capable of discerning digits on its own so a neural network was trained in order to get accurate readings of the dial. And, finally, since the machine is networked already [Cian] set it up to automatically notify the gas company of its reading so he is now completely out of the loop.
For automating tedious tasks like these, the Raspberry Pi with something like OpenCV as a computer vision tool is a fairly mature platform for light machine learning duties like these. Weβve seen license plate readers as well as neighborhood traffic surveys built on these platforms to help automate human labor away, making our lives easier one single-board computer at a time.
Samsung wants to build humanoid robots, but its new RX division is starting with practical factory machines while consumer models and robot butlers remain distant ambitions without a launch timeline.
Smart bulbs are a common gateway into the world of smart home devices. Setting one up is as simple as screwing in a light bulb, and you get instant results with the ability to turn your lights on and off remotely, change the brightness, and even use different colors with the right bulbs. Smart bulbs aren't always the best solution to every problem, however.
If you donβt have sensors hidden all over your house, do you really have a smart home? These devices make it possible to use all sorts of useful automations and alerts, from turning on lights to avoiding thousands of dollars worth of damage.
Ring video doorbells are a popular choice as they're relatively affordable and simple to set up and use. The problem is that to use the best features of a Ring doorbell, such as accessing your video history, you need to pay for a subscription. If you don't want to keep paying to use a device you already bought, there is another option.
I spend a lot of time at my desk in my home office, and I use my smart speaker multiple times during the day. I wanted a more reliable way to interact with my voice assistant, so I decided to go old school and add a phone to my desk.
Water leak sensors are the smart home upgrade for everyone. Whether you live in a house or apartment, own or rent, these tiny devices can save you money and hassle.
The core idea behind M-26-14βs approach for addressing these advanced threats is practical. Security teams need timely access to relevant data in context.
I have a lot of smart home automations that can sometimes feel like magic. I still get a small thrill when I sit down in the reading chair in the living room, and the lamp next to the chair turns on automatically. While some automations can feel like magic, there are plenty of Home Assistant projects that can replicate actual magic.
I use local LLMs for multiple purposes, including stripping personal information from documents before I upload them to Claude or ChatGPT and generating a daily RSS digest for my Kindle. Despite the slow performance of even the smaller LLMs on my hardware, I use them for a number of things in my smart home.
The bill would reinstate governmentwide language accessibility requirements, after Trump declared English as the "official" language of the United States.
FILE - In this July 17, 2020 file photo, Rep. Andy Kim, D-N.J., speaks during a House Small Business Committee hearing on oversight of the Small Business Administration and Department of Treasury pandemic programs on Capitol Hill in Washington. The U.S. Chamber of Commerce has decided to endorse 23 freshmen House Democrats in this fallβs elections. The move represents a gesture of bipartisanship by the nation's largest business organization, which has long leaned strongly toward Republicans. (Erin Scott/Pool via AP)
Think back to the first time you installed Kali Linux. It was probably one of those moments where you realized just how many cybersecurity tools existed. Your applications menu was packed with hundreds of tools covering everything from recon and vulnerability scanning to exploitation, password attacks, wireless security and much more.
At first, it was exciting. But most beginners spend hours clicking through the menus wondering what every tool does and when they should actually use it. Unfortunately, the sheer number of applications quickly becomes overwhelming. Even if you dedicate time to learning them, chances are youβll forget many of their names simply because there are so many available. On top of that, documentation isnβt always beginner-friendly. Some projects have excellent documentation, while others assume you already know exactly what the tool is supposed to do before you even start reading.
The good news is that you donβt have to memorize hundreds of commands or remember every tool available. Instead, you can build your own arsenal of references that helps you quickly find the right tool.
In this article, weβre going to build exactly that. Weβll explore two resources called Arsenal-NG and Arsenal, both of which are designed to make finding offensive security tools, payloads, commands much faster.
Arsenal-NG
The first tool weβll look at is Arsenal-NG. The name pretty much explains what it does. Arsenal-NG is essentially a searchable collection of offensive security tools, commands, and predefined workflows. Whether youβre doing reconnaissance, exploiting a service, generating payloads, Arsenal-NG can help you find the right tool for the job.
Letβs install it.
kali > git clone https://github.com/halilkirazkaya/arsenal-ng.git
kali > cd arsenal-ng
kali > make build
Once compilation finishes, you can launch the program directly. For convenience, you may also want to move the binary into one of the directories listed in your PATH environment variable. Doing so allows you to start Arsenal-NG from any directory.Β
kali > arsenal-ng
When it starts, youβll immediately notice a large collection of tools organized inside the interface. Each tool includes predefined presets for different kinds of operations.Β
To display the complete list of available tools, simply run tools
If you already know what kind of task youβre trying to accomplish but donβt remember what tool can do it, you can use the built-in search feature. Searching by keywords makes it easy to discover them.
Once youβve found the tool you need, selecting one of its presets walks you through the required parameters. There you simply provide the requested information and let it generate the command for you.
If you need additional information about the application itself, run help.
Arsenal
Unlike Arsenal-NG, Arsenal focuses primarily on web exploitation and can be used directly from your browser. There is no installation process, making it convenient when you simply need a quick reference.
One thing worth mentioning is that the website supports multiple languages. If the interface isnβt already in English, simply switch the language using the selector in the upper-right corner. Once inside, youβll notice that the content is organized into several different sections, each designed to help with a different phase of a web penetration test.
One of them is Payloads.
This area contains a huge collection of payloads covering many different types of web vulnerabilities and exploitation techniques. Whether youβre working with command injection, SQL injection, XSS, SSTI, XXE, deserialization, or other common web vulnerabilities, chances are youβll find useful examples here.
Another valuable section is Attack Chains.
Rather than simply providing payloads, Attack Chains guide you through the overall exploitation process. They outline the sequence of steps typically required to compromise a target.
The Commands section is another good reference.
You can build the command you need by selecting the appropriate options.
Then we have Wordlists.
There are numerous wordlists organized into logical categories, making it much easier to find exactly what youβre looking for. Each category often contains several different wordlists optimized for different situations.Β
Youβll also find a large collection of Scripts.
These scripts cover a wide variety of purposes, including reconnaissance, AI-related security checks, subdomain takeovers, automation and more.
Of course, weβve only scratched the surface. Arsenal contains more additional sections that are worth exploring on your own. Spend some time clicking through the different categories and seeing what they have.
Summary
Building your own cybersecurity arsenal isnβt about memorizing every command ever written. In fact, no experienced pentester or hacker remembers every tool, every option or every payload. There are simply too many of them, and new ones are being developed all the time. Arsenal-NG and Arsenal can help you organize knowledge. They are valuable when youβre getting started and they remain just as useful years later when youβre experienced.
Since many of these tools fall into different categories, such as network pentesting, web pentesting, bug bounty hunting, and more, the best way to develop your skills is through our Member Gold subscription. It gives you access to a wide variety of training courses covering different areas.