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AI in Cybersecurity: Yesterday’s Promise, Today’s Reality



Together, the consumerism of AI and the improvement of its use cases for security create the level of trust and effectiveness needed for AI to begin to have a real impact on Security Command Centers (SOCs). As we delve deeper into this evolution, let’s take a closer look at how AI-based technology finds its way into the hands of cybersecurity analysts today.

Fast and Accurate Cyber ​​Security with Artificial Intelligence

After years of testing and refinement with real users, coupled with continuous refinement of the AI ​​models themselves, AI-based cybersecurity capabilities are no longer just buzzwords for early adopters or mere patterns and rules based capabilities. Data exploded, as did signals and meaningful insights. Algorithms are improving and can better contextualize all the information they take in, from various use cases to unbiased raw data. The promise we’ve been waiting for from AI all these years is coming true.

For cybersecurity professionals, this means being able to provide revolutionary speed and accuracy to their defenses and perhaps finally gain an edge against cybercriminals. Cybersecurity is an industry that inherently relies on speed and accuracy to be effective, which are inherent characteristics of AI. Security services need to know exactly where to look and what to look for. They depend on the ability to move quickly and act quickly. However, in cybersecurity, speed and accuracy are not guaranteed, primarily due to two challenges facing the industry: lack of skills and data explosion due to infrastructure complexity.

The reality is that a limited number of people involved in cybersecurity today are battling endless cyber threats. According to IBM studyDefenders outnumbered – 68% of respondents in response to cybersecurity incidents say they typically respond to multiple incidents at the same time. In addition, more data flows through the enterprise than ever before, and this enterprise is becoming more and more complex. Edge computing, IoT, and remote needs are transforming today’s business architecture, creating mazes with significant blind spots for security teams. And if these teams can’t “see,” then they can’t be accurate in their security actions.

Today’s mature AI capabilities can help overcome these hurdles. But to be effective, AI must be trustworthy, so it’s critical that we surround it with fences that deliver robust security outcomes. For example, when you chase speed for the sake of speed, the result is uncontrollable speed leading to chaos. But when AI is trusted (i.e., the data we train models on is free from bias and AI models are transparent, drift-free, and explainable), it can provide reliable speed. And when combined with automation, it can greatly improve our defense posture by automatically taking action throughout the detection, investigation, and response life cycle without relying on human intervention.

The Right Hand of Cyber ​​Security Groups

Today, one of the common and mature use cases in cybersecurity is threat detection, while AI extracts additional context from large and disparate datasets or detects anomalies in user behavior patterns. Let’s look at an example:

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Beginner’s Guide to CJ Affiliate (Commission Junction) in 2022



In this CJ Affiliate guide, I will share with you everything you need to get started on the platform, I will go into detail about the network and how it works.

You will learn how to make money with the platform. If you are not interested, I will share some of the best CJ affiliate programs and alternatives. By the end of this post, I’ll also answer some of the platform’s FAQs and give my brief overview of CJ.

Sounds good, so let’s get started.

What is a CJ affiliate program?

Commission Junction is an online advertising company that offers affiliate programs for various retailers. Since 1998, it has been known as one of the oldest and most popular affiliate networks.

Commission Junction consistently ranks among the top 10 affiliate networks.

Through deep data analysis and an unrivaled understanding of customer needs, CJ has established itself as a leader in performance marketing.

For advertisers:

CJ provides advertisers with a variety of tracking, management, and payment options. As an affiliate network, CJ can help you launch multiple affiliate programs from a centralized network.

CJ’s experienced team of account managers is ready to help you every step of the way, from program setup to optimization.

For publishers:

CJ offers many well-paid affiliate programs. You can find affiliate programs in almost every CJ niche. With CJ, you can also find promotional tools like banners and product feeds to help you promote your website.

The reporting tools are second to none and provide granular data that can help you fine-tune your campaigns for maximum results.


First, CJ can join! If you’re new to the world of affiliate marketing, don’t worry – you’ll be able to join right away.

The entry requirements for CJ are almost the same as for other networks. For example, you must have a blog or social media follower.

Isn’t it obvious? Let’s explore the details.

  • High quality, unique content.
  • Content without limits, of course.
  • Site privacy policy.
  • No software, coupons/deals or promotional models
  • Your traffic must be from the US and Canada.
  • The main source of traffic should not be paid
  • 10K+ monthly traffic on your site.

How does the CJ affiliate program work?

CJ Affiliate acts as an intermediary between advertisers and publishers. Advertisers register on CJ to promote their products or services, and publishers register on CJ to find and join affiliate programs to earn money. CJ then tracks the sales or leads generated by the publisher and pays them a commission according to the terms of the affiliate program.

CJ provides a win-win situation for both parties: advertisers get more sales and publishers make money.

In order for both parties to focus on their work, CJ also handles payments and other technical matters. Now that you know how CJ works, let’s learn more about how to sign up and start making money from it.

How to start making money online with CJ Affiliate

To start using the CJ Affiliate Network, you need to register an account. To do this, you must have a website or social media profile with relevant content and an audience from the US or Canada.

Create a CJ account, complete the application process and wait for approval. Don’t worry, CJ isn’t as strict as other networks when it comes to approving applications.

Here is how you can subscribe to Cj

  1. Visit to register as a publisher.
  2. Fill in information such as your nationality, email address, password, and more.
  3. Verify your email address now.
  4. You will be immediately transferred to your CJ account manager, which contains important data including network statistics and performance summaries.
  5. Now from the “Account” menu, go to “Network Profile”. And to subscribe to any affiliate program offered on CJ, complete this profile separately.

When applying for a CJ, you need to share these two pieces of information.

  1. Website description (including statistics for your site and more)
  2. Promotion methods (traffic sources)

The process of creating a CJ affiliate account is a way to prove to CJ and merchants that you are a serious marketing partner. Your CJ account will be terminated as soon as you add or edit your billing information; now you need to add or edit your tax certificates if necessary. You are now ready to start making money in the CJ affiliate program, apply for a product when it is approved, start offering and earning commissions on every sale.

Click “Advertisers” and then select a category to navigate to the advertiser’s niche area. You can apply by clicking the “Join the Program” button and analyzing three months of profit per click and total profit! Once approved, you will receive links from all over the web.

Once you’ve completed the steps above, you can share your affiliate links on your blog. You can view your affiliate link performance reports by visiting your CJ account dashboard. Click “Clients” to view details of the clicks, sales, and commissions received by each client.

With CJ, you can make money promoting great products and services in every niche imaginable! So start joining CJ programs now and watch your business grow.

Best CJ Affiliate Programs in 2022

On CJ, you can find thousands of affiliate programs in almost any niche. Some of the best affiliate programs registered on CJ include:

  • Kontabo VPS
  • Fiverr
  • hosting
  • Godaddy
  • cheap

At CJ, you will find many programs to join, depending on your niche. Just enter keywords into the search bar and CJ will show you all relevant programs that match your criteria. You can further filter the results by commission type, category, or country.

A Brief Review of CJ Affiliate: Is It Good Enough?

CJ Affiliate is one of the oldest and best known affiliate networks. The platform has been around for over 20 years and has an extensive network of advertisers and publishers. CJ Affiliate features are easy to use and offer advertisers a wide range of tracking, management and payment options.

CJ also offers great features for publishers – promotional tools like banners, links, and social media will help boost your site’s visibility. The only downside is that CJ is a bit of a learner and the approval process can be rigorous. But overall, CJ Affiliate is a great platform for advertisers and publishers.

Top Alternatives and Competitors

CJ Affiliate is a great place to earn affiliate marketing income. It offers a wide range of features and options for advertisers and publishers. But if CJ doesn’t suit you, there are plenty of other options available. Here are some of the main competitors and alternatives on the market today:

  • ShareSale
  • Evin
  • Influence
  • Rakuten Marketing
  • Affiliate Stack
  • cooperate
  • click bank

Here are some of the best CJ Affiliate alternatives you can try. Each platform has its own set of features, so be sure to choose the one that best suits your needs. Regardless of which CJ alternative you choose, remember that quality content is the key to success as a publisher, so be sure to focus on providing your readers with valuable and engaging content.

Frequently Asked Questions about Cj Affiliate Marketplace

Is Cj AffilIs Late Network Legal?

CJ Affiliate is a legitimate affiliate platform that has earned the trust of many marketers due to its extensive network of advertisers and publishers.

How much do CJ partners earn?

It’s not just about CJ; it’s about how much effort you put into making money. You can earn from a few dollars to several thousand dollars

How much does it cost to join CJ?

Registration in CJ is free. There are no monthly or yearly fees. You only pay when you make a sale, and CJ takes a commission of 5-10%.

What payment methods does Cj accept?

You can get paid via direct deposit or check, as well as Payoneer. CJ pays out within 20 days of the end of the month if you have deposits of at least $50 ($100 for those outside America) in your account.

How to get approval for CJ affiliate program?

CJ is friendly to both beginners and advanced affiliates. You need a website or social media profile with a reliable source of organic traffic, and make yourself known using your profile description. Be honest and you will get approved in the CJ affiliate network.

How to find programs on CJ affiliate programs?

The CJ branch offers a simple and user-friendly interface. All you need to do is log into your CJ account and click “Advertisers” from the menu. Depending on your niche, you can search for any affiliate program on CJ.

What are the benefits of CJ Affiliate for advertisers?

CJ Affiliate is one of the most advanced affiliate programs available, providing advertisers with a range of features and capabilities, including advanced tracking, management, and payment options.

The platform is also easy to use and provides promotional tools such as coupons, banners and widgets that can help increase our sales.

Closing Statement

Choosing Commission Junction as an affiliate program is not easy. CJ is a big company and they have many branches, big and small. They offer everything from banner ads to text links and more. The huge selection can seem intimate at first, especially for new affiliates, so we’ve put together this simple guide for people looking for a successful CJ affiliate program to join. If you have any questions feel free to ask them in the comments.

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Twitter glitches hinder DeSantis’ debut as presidential candidate: NPR



In this photo illustration, businessman and Twitter owner Elon Musk is tweeting about the Twitter Spaces event he will host with Florida Gov. Ron DeSantis on May 24, 2023 in Chicago, Illinois.

Scott Olson/Getty Images

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In this photo illustration, businessman and Twitter owner Elon Musk is tweeting about the Twitter Spaces event he will host with Florida Gov. Ron DeSantis on May 24, 2023 in Chicago, Illinois.

Scott Olson/Getty Images

This was to be a historic moment for Twitter: Florida Gov. Ron DeSantis smoothly announced his presidential candidacy on the social media platform.

An ongoing conversation between DeSantis and Twitter CEO Elon Musk will be streamed live on Twitter Spaces to mark the occasion.

But instead, there were technical problems on the air. After about 20 minutes of rumble, echo and chaos, it all ended abruptly.

A lot of on Twitter had a one-word description for it: “catastrophe.”

The start of the broadcast was delayed for several minutes, and then interrupted twice. Tech investor David Sachs, who was supposed to present the event, was heard to say, “The servers are melting.”

At another moment, when Sachs tried to speak, his words were echoed. “He just keeps falling, doesn’t he?” the voice of an unknown speaker was heard as Musk and his team tried to fix the problem.

A few minutes later, Musk was promoting the new space, which seemed to work, but most of the audience didn’t seem to respond. The first space seemed to draw over 500,000 visitors at its peak, while the second seemed to hover around 150,000.

During the discussion, Sachs stated that Spaces’ audience was one of the largest on the platform, but Ernest Wilkins, a former Twitter employee who helped create Spaces, said “Lol, this isn’t in the top 150 best-sized Spaces in the history of the product.”

The platform’s resounding malfunction was no surprise to those who have been following the social networking site since Musk took over it.

Since being acquired by Twitter in October, the company has become a shell of itself.

His workforce has shrunk to about 10% of what it was before the Musk acquisition, following mass layoffs and the departure of hundreds of others. Outages have become much more frequent. General system buggy has also become the norm for many users.

So perhaps it’s not a stunning turn of events that Spaces blew up just as DeSantis was delivering his big news, despite Musk’s enthusiasm for the event.

“Musk has reduced the staff needed to prevent disruptions to Twitter. It’s fitting that his reckless management style will delight him just as many tune in to him,” said Nora Benavidez of Free Press, a digital rights advocacy group.

One Twitter user, competitor to Bluesky, put it this way: “Although you knew it would happen, it’s still amazing that it happened lol.”

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Greater Philadelphia loses unicorn as Misfits Market moves its headquarters to Maryland



One of Philadelphia’s biggest startups has relocated its headquarters to the Baltimore area after laying off a significant portion of its workforce and shutting down a local facility.

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