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What is Adversary Simulation with Caldera?



adversary simulation

In the first of these three use cases, Caldera seeks to test the detection capabilities of several tools of the same type (for example, multiple EDRs together). This approach allows users to compare and select the tool that best suits their needs, based on context, expectations, and Caldera’s detection capabilities. Additionally, evaluating the investigative possibilities among different tools is intriguing because it provides valuable insights into their effectiveness.

Today, attacks are increasingly complex and spread out over time. This is why experts are now talking about Advanced Persistent Threat (APT). In response, detection mechanisms have also evolved, with the advent of Endpoint Detection & Response (EDR) technologies, which aggregate and correlate single events to help detect weak attack signals. These EDRs, among other technologies, are generally operated within a Security Operation Center (SOC). So how do we ensure that these detection mechanisms are configured correctly, and how effective are they?

What is the role of adversary simulation?

Adversary Simulation, often referred to as Red Team Testing, is a cybersecurity technique that involves simulating real-world cyberattacks to assess an organization’s security posture. In practice, this comes in the form of servers and/or agents, which simulate attacks or exploits of vulnerabilities, in a more or less complex and procedural manner.

In order to categorize and reference attacks correctly, different security frameworks are used, such as the Cyber ​​Kill Chain or the MITER ATT&CK matrix. The Cyber ​​Kill Chain offers, for example, a list of 227 attack techniques divided into 14 tactics, and is widely used to simulate the stages of a complex attack.

What is Caldera?

The non-profit organization “ MITRE ” , which is at the origin of the “ ATT&CK ” framework mentioned above, has also developed an Open Source adversary simulation tool: Caldera, available on GitHub.

Its operation is rather simple. Only install it on a dedicated server, then deploy an agent that functions identically to a Beacon on client machines. The server can then act in a manner identical to a “ Command and Control ” (C2), by giving directives to the agents to carry out different attacks or data exploitations.

What makes this tool interesting is, beyond giving instructions to a live agent, that it allows you to develop or replay complete attack scenarios. In particular those carried out by APT groups or by companies having carried out an intrusion test operation on the IS.

Caldera natively offers a number of commands and tools. The latter, called “ Ability ”, allows for example to do enumeration, download payloads or malicious tools – such as “ Mimikatz ”, but above all to execute them. However, some of them are templates, and therefore require modification. Finally, it is also possible to create your own Ability based on “ in-house ” scripts , for greater flexibility. An interesting capability of Caldera is its ability to obfuscate, which enables it to hide malicious commands by interpreting them as base64, for example.

When and why to use it?

Caldera can test different detection tools and means, replay the different stages of an intrusion test or a security audit, or even prepare a SOC.

Tool Detection Capability Testing

In the first of these three use cases, Caldera seeks to test the detection capabilities of several tools of the same type (for example, multiple EDRs together). This approach allows users to compare and select the tool that best suits their needs, based on context, expectations, and Caldera’s detection capabilities. Additionally, evaluating the investigative possibilities among different tools is intriguing because it provides valuable insights into their effectiveness.

Scenario Reproduction for Attack Testing

For the second case, the idea is to faithfully reproduce the attack scenario used by the company that carried out the intrusion test. This action aims to verify that the scenario fails, once the auditors have effectively implemented the recommendations.

Integration with SOC for Enhanced Detection

Finally, the last use case is where Caldera receives a SOC. Indeed, the SOC collects data from all deployed security tools and adds a part of event correlation with a SIEM ( Security Information and Event Management ). This makes it possible to refine detections, based on all the data sources collected. The use of an adversary simulator can therefore contribute to the recipe of a SOC, and verify the effectiveness of its detections in the face of complex attack scenarios.

In a context where the concept of Purple Team is increasingly important, adversary simulation is undoubtedly the key element of its implementation, in order to guarantee continuous improvement of detection tools and IS configurations. It allows you to test all the processes put in place by the SOC to ensure that they work optimally. However, its use in no way replaces a real Red Team operation , it is only a complement to it. The combination of these two factors will contribute to a comprehensive and viable security strategy.


In conclusion, Caldera presents a vital tool for modern cybersecurity, enabling organizations to proactively assess and enhance their defense mechanisms. By simulating attacks and exploits, Caldera empowers companies to validate detection solutions, recreate real-world scenarios, and bolster Security Operation Center readiness. Its flexibility and open-source nature make it a valuable asset in the ongoing battle against advanced cyber threats. Embracing adversary simulation tools like Caldera is essential for organizations striving to maintain resilience in the face of evolving security challenges.


What is caldera in cyber security?

Caldera stands as a sophisticated cybersecurity framework meticulously crafted to seamlessly automate adversary emulation, bolster manual red-team efforts, and streamline incident response protocols. Leveraging the foundation of the MITRE ATT&CK™ framework, it remains a dynamic research endeavor led by MITRE, aimed at fortifying cyber defenses across diverse landscapes.

What is a Caldera server?

Caldera serves as a cutting-edge adversary emulation platform engineered to effortlessly conduct autonomous breach-and-attack simulation exercises. Flexibility is a hallmark, allowing for manual red-team engagements or automated incident response with equal ease and efficiency.

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Home Improvement

Top Tips for Designing and Cleaning Black Kitchen Cabinets



Curtis Adams

Brighten up your kitchen cabinets with sharp, deep colors. Black cabinets will amaze you with their sophisticated and mysterious flair. If you want an impressive and versatile kitchen, you should never overlook a black kitchen. This deep color is the strongest expression of timeless elegance. Green, red, and yellow may go out of style after a while, but black never goes out of style. Black, the purest and most intense color, reflects an urban and even sexual atmosphere, allowing you to transform your kitchen space with outstanding style. If you are a fan of modern style interiors, black kitchen cabinets are always something you should try. Browse stylish black kitchens to find inspiration for your kitchen design.

Add Golden Island

An elegant golden island sits in the center of this black kitchen, adding a touch of class. Black kitchen cabinets add versatility, and depth to your space, hide imperfections, and reduce maintenance needs. The two colors are exquisitely combined to create a luxurious space that you will never get tired of.

Mix with warm wood

Matching black kitchen cabinets with warm wood tones makes a stunning and classic look. Black cabinets provide a sophisticated neutral backdrop, while warm wood tones add texture and richness. The contrast and balance of the two elements creates an elegant and inviting space. This color combination creates a harmonious and eye-catching kitchen.

Use metal hardware

The metallic shine is a great accent to a black wooden kitchen. Shiny, smooth metal hardware ideally complements black cabinet designs and adds texture to black kitchen designs. These small details can add sparkle and contrast to a black background. If you think all one color might be dull, get brass or stainless steel handles to make it look nicer.

Lighting  that creates an atmosphere

Looking for an easy way to brighten up your black kitchen? Place these ambience lights under shelves and cabinets. Lighting can enhance the sense of elegance and create lighting for cooking tasks. Never ignore the functionality of ambience lighting, especially if you have an all-black kitchen.

Combine with white collar

This classic black and white combination creates the strongest contrast. Even if you don’t have a clear idea of ​​your black kitchen color scheme, our classy choices won’t disappoint. The combination of bright white and deep black creates a modern harmony. Moreover, if you are a fan of minimalist style, you will look closely at this color scheme. Indeed, simplicity often reigns supreme.

Make the surface shiny

Are you worried that your black kitchen cabinets will make your room feel small and dark? We highly recommend high-gloss surfaces that reflect light to avoid making your room too dark. In addition, the glossy finish of the black cabinet creates a vibrant and luxurious feel.

Black Kitchen Cabinet Maintenance and Cleaning

A DIY solution consisting of white distilled vinegar, water and some dishwashing detergent in a spray bottle will be sufficient for black kitchen cabinet maintenance and cleaning.

A DIY solution of white distilled vinegar, water, and some dishwashing liquid in a spray bottle paired with a clean microfiber cloth will be sufficient for black kitchen cabinet maintenance and cleaning . The solution consists of water, vinegar and a little dish soap. You don’t need to be super precise and measure these items exactly but the following is recommended;

  • Fill the spray bottle 70% with water
  • Fill the other 30% of the spray bottle with distilled white vinegar.
  • 2 – 4 pumps dishwashing liquid
  • Shake well. You can then apply this to your black kitchen cabinets.


You may find that a clean microfiber towel works best because it not only wipes away stains and dust, but also doesn’t leave any cotton residue behind. Just like a paper towel or other rag can do. I bought a pack of microfiber towels and tried to keep them separate from my other towels to use only for this purpose. It’s crucial to ensure the microfiber towel is very clean. Sometimes, other towels can collect debris and small pebbles, which might scratch your cabinets.

Tips for Cleaning Black Cabinets

Once you have your supplies ready, you may find that spraying the solution onto a microfiber towel rather than spraying it onto the cabinet is most effective. You may also find that you don’t need as many solutions to get the job done.

One, maybe 2, squirts will be enough to clear the cabinet of any dust, fingerprints, or smudges. You may also discover that this method + solution removes stains from more than just our dark cabinets. Now the same method helps you when you see stains or fingerprints on door frames, doors or even on our dining table.

Black Color Kitchen Harmony

Black kitchens in homes are the exception rather than the rule, as it is a common belief that they absorb more light than other colors and therefore make the space appear smaller, creating the effect of cramped space in the apartment. A black kitchen is a perfect choice for those who have one or more sizable windows in the room. It is even better if the room faces south or southwest. For people who love black but are not exactly sure what to choose, you can offer creative solutions on how to partially bring the color black into the kitchen.

Are Black Cabinets a Cleaning Disaster?

In 2019, priority was given to kitchen cabinets, work panels and overhead cabinets with a dark color palette. The kitchen, which is black from floor to ceiling, combined with natural wood in some places, and has a glossy or matte surface, impresses us in the photographs. But the kitchen is not just the space to look after, it is also the most used space in the house every day.

This is where water flows and splashes, producing greasy stains and biological waste from cooking, drawers and drawers. Everyone has a desire not to spend even a minute more than necessary on cleaning. Therefore, it is essential to give practical advice when choosing a kitchen.

Cleaning of Black Kitchen Cabinets with Glossy Surface

Glossy cabinets in gray or black are trendy and elegant, but completely unsuitable for a chaotic family. It can look very cold and oily fingerprints on a glossy surface can be very annoying. It is more suitable for families to choose matte-surfaced cabinets that are less sensitive to fingerprints.

If the individual is still hesitant about his choice, a two-tone kitchen with natural wood elements can be recommended. Lower cabinets can be dark matte, upper cabinets can be contrasting white. Cleaning black kitchen cabinets with shiny surfaces can also be done with the solution recipe given above. The product chosen for diaper use is very important.

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How to choose an outdoor garden bench seat?

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Home Improvement

How to choose an outdoor garden bench seat?



outdoor garden bench seat

As the name suggests, garden chairs or benches are used outdoors. This chair is also known as an outdoor garden bench or park bench. Having chairs will add to the beauty and comfort of the garden atmosphere, especially if you like relaxing in the garden.

Various models of garden chairs are available on the market. Therefore, we will share tips for choosing a good garden bench so that you are not confused in choosing one. We will also review several products from the best brands for you such as IKEA. Some of them can even withstand various weather conditions such as heat and rain.

Factors To Consider Before Choosing an outdoor garden bench seat

There are many factors to consider before choosing a garden chair. So that you don’t get confused, here are four tips for choosing a garden chair. Please consider these references to ensure the chairs blend well with your garden.

1 Determine the material so that it is durable for outdoor use: Metal, wood, bamboo, or synthetic rattan

When talking about outdoor garden bench or seat, maybe you will imagine chairs made of wood. Even so, now garden chairs made from bamboo and metal are in great demand. There are also manufacturers who combine these ingredients. Well, let’s look at the characteristics of each!

Metal, strong and more resistant to heat and rain

Metal is widely used as a material for outdoor furniture because it is heat and rain resistant and is strong enough to hold heavy weight. However, its large density means that metal furniture tends to be heavier and therefore difficult to move. Even so, metal garden chairs usually come in minimalist designs.

Unfortunately, some metals are known to rust easily which will reduce the aesthetics. If you have your heart set on a metal garden chair, know the type of metal used. Make sure the metal is coated with anti-rust material or other metal that does not rust easily.

Wood is durable and adds a natural impression to the garden

If you choose a wooden chair, you should make sure it has a waterproof coating. Chairs made from durable wood are relatively more expensive compared to chairs made from other materials. However, wooden chairs can be used in the long term so the calculations are more economical.

The durability of a wooden chair also depends on its care and location. Placement of outdoor furniture made of wood should not directly touch the ground. For example, you can place the legs on a layer of cement or stone. 

Apart from that, also pay attention to the type of wood used because this can be an indication of the durability of the chair. Types of wood that are known to be of high quality as furniture materials include teak and acacia.

Bamboo tends to be economical and more environmentally friendly

If your budget is very limited, maybe a bamboo chair could be the answer. Even though it is economical, bamboo furniture that is properly cared for is said to last up to seven years . Bamboo is also relatively flexible in shaping so that the furniture models produced are more diverse.

Apart from being affordable, bamboo chairs are also more environmentally friendly. Why so? Bamboo is vegetation that is very easy to grow, it can even reach 10 cm per day. This is different from wood which takes decades to be ready to be cut and processed. Not only that, bamboo  is more easily decomposed by the soil because it doesn’t require a lot of paint and coating.

Synthetic rattan, free to choose color and texture

Synthetic rattan is a furniture material made from plastic. This material is one of the material choices for garden benches. Unlike natural rattan, synthetic rattan is suitable for use in outdoor areas.

Even though it has different basic materials, the flexible properties of natural rattan are also shared by synthetic rattan. Therefore, this material can provide unique surface motifs and textures. One of the advantages of synthetic rattan is the unlimited color choices , from neutral to bright colors, because it is made of plastic.

2 Pay attention to the capacity of the park bench: For one or more people

So that you can sit comfortably, garden chairs should have a seat length of 60 cm for one person or 120 cm for two people . You can choose a chair with a longer seat for three people to sit on. The number of members in your family can also be used as a benchmark in choosing garden chairs.

However, in general, garden chairs have a seat length of 120 cm which can only be occupied by two adults. Meanwhile, the longer and bigger a chair, the more expensive it is. A chair that is too long will be difficult to transport and move. So, it is better to buy two garden chairs than buying one chair that is too long.

3 Check the thickness of the material so that the chair is safe to sit on

The obstacle in buying garden chairs online is the difficulty in assessing and estimating the size of the product. To overcome this, ask the seller or manufacturer for information about the support capacity of the chair. Apart from that, you should choose a chair with a support that exceeds the body weight of all your family members. 

If you already know the maximum load of your garden chair, avoid occupying the chair with a number of people that exceeds its capacity.

Unfortunately, there is not much information regarding the maximum weight of each chair. However, there is some product information as a benchmark. Benches with a capacity of one person can generally support a maximum weight of 110 kg. Then, the maximum accumulated weight that can be accommodated by a bench with a capacity of two people is 180 kg. The bench for three people can be occupied by several people with a total weight of 210 kg.

4 Whenever possible, choose one that is easy and quick to assemble

When buying garden chairs or other furniture items, it’s a good idea to choose products that are easy to assemble. Garden chairs are generally large in size so they are difficult to assemble alone. Therefore, read the information and user reviews , then choose a chair that can be assembled quickly and easily. Even if there is, choose a product that contains a chair with a set of assembly tools.

Apart from benches that need to be assembled, there are also chairs that are ready-made, meaning they don’t need to be assembled. You can use this type of chair straight away. Even though it is easier to use, shipping the finished chair tends to be less concise. The cost of shipping a finished garden chair is usually more expensive because it takes up larger dimensions.

If you want to choose a chair that has been assembled, it’s a good idea to choose a seller who is located in the same city. That way, the shipping process is easier and shipping costs are cheaper.


The garden, like any other part of the house, needs refreshing every once in a while. If you do that, it is possible that the garden chairs will also be moved to a new location.

That is the reason why it is better to choose one that is easy to assemble. You even need to have a set of tools to assemble it. If you are not sure you can do it, you can ask the shop first.

Park chairs or park benches have now become a necessity for metropolitan residents. Narrow land forces people to optimize the surroundings of the house so that it feels green.

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