GET https://rct.dev.bbntimes.com/technology/the-secret-friendship-between-machine-learning-and-hackers

Response
200 OK
IP
3.21.28.69
Profiled on
Token
cc6d0c

ArticleController :: show

Request

GET Parameters

None

POST Parameters

None

Uploaded Files

None

Request Attributes

Key Value
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"App\Controller\ArticleController::show"
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"security.firewall.map.context.main"
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    3781 => Symfony\Component\WebLink\Link {#3781
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[
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]
_security_firewall_run 
"_security_main"
_stopwatch_token 
"12400b"
category 
"technology"
slug 
"the-secret-friendship-between-machine-learning-and-hackers"

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Header Value
accept 
"*/*"
accept-encoding 
"gzip, br, zstd, deflate"
connection 
"close"
cookie 
"PHPSESSID=jrvis951o5h51fi7adcubp2p1u"
host 
"rct.dev.bbntimes.com"
user-agent 
"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
x-php-ob-level 
"1"

Request Content

Request content not available (it was retrieved as a resource).

Response

Response Headers

Header Value
cache-control 
"no-cache, private"
content-type 
"text/html; charset=UTF-8"
date 
"Wed, 16 Apr 2025 07:20:26 GMT"
link 
"</build/runtime.js>; rel="preload"; as="script",</build/644.js>; rel="preload"; as="script",</build/502.js>; rel="preload"; as="script",</build/app.js>; rel="preload"; as="script",</build/view-more.js>; rel="preload"; as="script",</build/term-condition.js>; rel="preload"; as="script",</build/contact.js>; rel="preload"; as="script",</build/scroll-infinite-article.js>; rel="preload"; as="script",</build/app.css>; rel="preload"; as="style",</build/cookie-style.css>; rel="preload"; as="style",</build/term-condition-css.css>; rel="preload"; as="style",</build/contact-css.css>; rel="preload"; as="style",</build/comment-css.css>; rel="preload"; as="style""
x-debug-token 
"cc6d0c"

Cookies

Request Cookies

Key Value
PHPSESSID 
"jrvis951o5h51fi7adcubp2p1u"

Response Cookies

No response cookies

Session 6

Session Metadata

Key Value
Created 
"Wed, 16 Apr 25 07:19:41 +0000"
Last used 
"Wed, 16 Apr 25 07:20:25 +0000"
Lifetime 
0

Session Attributes

Attribute Value
_csrf/https-comment 
"BfzIsuO7f9wdvow1VXI1DKV8wx77Ng3z3ZXvgYbsOkY"
_csrf/https-cookie_accept 
"pzF5TDk0opMwgnw3NLTVsK5dws8wZWX29yDAkfrf0nQ"

Session Usage

6 Usages
Stateless check enabled
Usage
Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:76
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:79
Show trace 
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:52
Show trace 
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:56
Show trace 
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    "function" => "show"
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    "type" => "->"
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    "function" => "handleRaw"
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    "line" => 197
    "function" => "handle"
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    "function" => "run"
    "class" => "Symfony\Component\Runtime\Runner\Symfony\HttpKernelRunner"
    "type" => "->"
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    "args" => [
      "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
    ]
    "function" => "require_once"
  ]
]
Symfony\Component\Security\Core\Authentication\Token\Storage\UsageTrackingTokenStorage:41
Show trace 
[
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/security-core/Authentication/Token/Storage/UsageTrackingTokenStorage.php"
    "line" => 41
    "function" => "getMetadataBag"
    "class" => "Symfony\Component\HttpFoundation\Session\Session"
    "type" => "->"
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/twig-bridge/AppVariable.php"
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    "function" => "getToken"
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    "function" => "render"
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    "line" => 453
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    "function" => "doRender"
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  [
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    "function" => "show"
    "class" => "App\Controller\ArticleController"
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    "function" => "handleRaw"
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    "type" => "->"
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  [
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    "function" => "handle"
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    "function" => "handle"
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    "function" => "run"
    "class" => "Symfony\Component\Runtime\Runner\Symfony\HttpKernelRunner"
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  [
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    "line" => 5
    "args" => [
      "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
    ]
    "function" => "require_once"
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]
Symfony\Component\Security\Http\Firewall\ContextListener:171
Show trace 
[
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/security-http/Firewall/ContextListener.php"
    "line" => 171
    "function" => "remove"
    "class" => "Symfony\Component\HttpFoundation\Session\Session"
    "type" => "->"
  ]
  [
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    "line" => 116
    "function" => "onKernelResponse"
    "class" => "Symfony\Component\Security\Http\Firewall\ContextListener"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/event-dispatcher/EventDispatcher.php"
    "line" => 220
    "function" => "__invoke"
    "class" => "Symfony\Component\EventDispatcher\Debug\WrappedListener"
    "type" => "->"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/event-dispatcher/EventDispatcher.php"
    "line" => 56
    "function" => "callListeners"
    "class" => "Symfony\Component\EventDispatcher\EventDispatcher"
    "type" => "->"
  ]
  [
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    "function" => "dispatch"
    "class" => "Symfony\Component\EventDispatcher\EventDispatcher"
    "type" => "->"
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  [
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    "line" => 202
    "function" => "filterResponse"
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    "function" => "handleRaw"
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]

Flashes

Flashes

No flash messages were created.

Server Parameters

Server Parameters

Defined in .env

Key Value
APP_ENV 
"dev"
APP_SECRET 
"0a988e63f011514eaabfc650b599af4d"
CORS_ALLOW_ORIGIN 
"*"
DATABASE_URL 
"mysql://bbndb_rctuser:33F5W25z40or0f7@localhost:3306/rct_bbntimes"
GOOGLE_RECAPTCHA_SECRET_KEY 
"6LdV5fgpAAAAANxzTG8ZMfIjil1wu-1vrQvnUt-x"
GOOGLE_RECAPTCHA_SITE_KEY 
"6LdV5fgpAAAAAENKcn73MJAhQrbtQeqgyC4wDLMP"
MAILER_DSN 
"smtp://no-reply%40rct.dev.bbntimes.com:Bl6%26gLD48%26Of919@rct.dev.bbntimes.com:465"
MARIADB_PASSWORD 
"i!87pK&!85ezc8"

Defined as regular env variables

Key Value
APP_DEBUG 
"1"
BASE 
"/public"
CONTEXT_DOCUMENT_ROOT 
"/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com"
CONTEXT_PREFIX 
""
DOCUMENT_ROOT 
"/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com"
FCGI_ROLE 
"RESPONDER"
GATEWAY_INTERFACE 
"CGI/1.1"
HTTPS 
"on"
HTTP_ACCEPT 
"*/*"
HTTP_ACCEPT_ENCODING 
"gzip, br, zstd, deflate"
HTTP_CONNECTION 
"close"
HTTP_COOKIE 
"PHPSESSID=jrvis951o5h51fi7adcubp2p1u"
HTTP_HOST 
"rct.dev.bbntimes.com"
HTTP_USER_AGENT 
"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
PASSENGER_COMPILE_NATIVE_SUPPORT_BINARY 
"0"
PASSENGER_DOWNLOAD_NATIVE_SUPPORT_BINARY 
"0"
PATH 
"/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin:/snap/bin"
PHP_SELF 
"/public/index.php"
PP_CUSTOM_PHP_CGI_INDEX 
"plesk-php81-fastcgi"
PP_CUSTOM_PHP_INI 
"/var/www/vhosts/system/rct.dev.bbntimes.com/etc/php.ini"
QUERY_STRING 
""
REDIRECT_BASE 
"/public"
REDIRECT_HTTPS 
"on"
REDIRECT_PASSENGER_COMPILE_NATIVE_SUPPORT_BINARY 
"0"
REDIRECT_PASSENGER_DOWNLOAD_NATIVE_SUPPORT_BINARY 
"0"
REDIRECT_REDIRECT_HTTPS 
"on"
REDIRECT_REDIRECT_PASSENGER_COMPILE_NATIVE_SUPPORT_BINARY 
"0"
REDIRECT_REDIRECT_PASSENGER_DOWNLOAD_NATIVE_SUPPORT_BINARY 
"0"
REDIRECT_REDIRECT_SCRIPT_URI 
"https://rct.dev.bbntimes.com/technology/the-secret-friendship-between-machine-learning-and-hackers"
REDIRECT_REDIRECT_SCRIPT_URL 
"/technology/the-secret-friendship-between-machine-learning-and-hackers"
REDIRECT_REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_REDIRECT_STATUS 
"200"
REDIRECT_REDIRECT_UNIQUE_ID 
"Z_9aOmoKrZxLoz1OR4R2FwAAAII"
REDIRECT_SCRIPT_URI 
"https://rct.dev.bbntimes.com/technology/the-secret-friendship-between-machine-learning-and-hackers"
REDIRECT_SCRIPT_URL 
"/technology/the-secret-friendship-between-machine-learning-and-hackers"
REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_STATUS 
"200"
REDIRECT_UNIQUE_ID 
"Z_9aOmoKrZxLoz1OR4R2FwAAAII"
REDIRECT_URL 
"/public/technology/the-secret-friendship-between-machine-learning-and-hackers"
REMOTE_ADDR 
"3.21.28.69"
REMOTE_PORT 
"23221"
REQUEST_METHOD 
"GET"
REQUEST_SCHEME 
"https"
REQUEST_TIME 
1744788026
REQUEST_TIME_FLOAT 
1744788026.1279
REQUEST_URI 
"/technology/the-secret-friendship-between-machine-learning-and-hackers"
SCRIPT_FILENAME 
"/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/public/index.php"
SCRIPT_NAME 
"/public/index.php"
SCRIPT_URI 
"https://rct.dev.bbntimes.com/technology/the-secret-friendship-between-machine-learning-and-hackers"
SCRIPT_URL 
"/technology/the-secret-friendship-between-machine-learning-and-hackers"
SERVER_ADDR 
"5.196.1.209"
SERVER_ADMIN 
"[no address given]"
SERVER_NAME 
"rct.dev.bbntimes.com"
SERVER_PORT 
"443"
SERVER_PROTOCOL 
"HTTP/1.1"
SERVER_SIGNATURE 
"<address>Apache Server at rct.dev.bbntimes.com Port 443</address>\n"
SERVER_SOFTWARE 
"Apache"
SSL_TLS_SNI 
"rct.dev.bbntimes.com"
SYMFONY_DOTENV_VARS 
"APP_ENV,APP_SECRET,DATABASE_URL,MARIADB_PASSWORD,CORS_ALLOW_ORIGIN,MAILER_DSN,GOOGLE_RECAPTCHA_SECRET_KEY,GOOGLE_RECAPTCHA_SITE_KEY"
UNIQUE_ID 
"Z_9aOmoKrZxLoz1OR4R2FwAAAII"

Sub Requests 6

CookieController :: renderAnalysis (token = ea5ba0)

Key Value
_controller 
"App\Controller\CookieController::renderAnalysis"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"26b2fd"

AppController :: renderHeader (token = f74dce)

Key Value
_controller 
"App\Controller\AppController::renderHeader"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"7bda54"
slug 
"home"

ArticleController :: trendingArticle (token = e09ba7)

Key Value
_controller 
"App\Controller\ArticleController::trendingArticle"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"4b4ae2"
category 
"Technology"

ArticleController :: relatedArticles (token = 99972a)

Key Value
_controller 
"App\Controller\ArticleController::relatedArticles"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"d52d8a"
current_article 
App\Entity\Article {#1094
  -id: 2554
  -title: "The Secret Friendship between Machine Learning and Hackers "
  -slug: "the-secret-friendship-between-machine-learning-and-hackers"
  -introtext: """
    <div id="ember3655" class="ember-view">\r\n
    <div class="reader-article-content">\r\n
    <p>With benefits come potential risks too. Who would have ever thought that hackers could use machine learning (ML) for criminal activities? Well, it looks like they can, and here’s how.</p>\r\n
    """
  -content: """
    \r\n
    <p>Due to its path-breaking innovation, ML has become one of the hottest buzzwords in the last few years. The ability to make machines learn from past experiences without being explicitly programmed helped ML gain everyone’s attention.&nbsp;<a href="https://www.import.io/post/5-industries-machine-learning-is-disrupting/" target="_blank" rel="nofollow noopener"><span style="text-decoration: underline;">ML has disrupted various industries</span></a>, including healthcare, retail, and manufacturing, with its incredible features. However, every technology comes with its own set of drawbacks that experts should identify and resolve at the earliest. One of the significant applications of ML is in the field of cybersecurity. On the one hand, ML is helping to overcome various security related vulnerabilities, on the other hand it is assisting hackers too. In this article, we will discuss how ML can defeat cyber threats and at the the same time how hackers can use ML in their hacking activities.&nbsp;</p>\r\n
    <h2><span style="color: #10228b;"><strong>Tackling Cyber Frauds with&nbsp;<strong>Machine Learning</strong></strong></span></h2>\r\n
    <p>ML’s ability to learn in real-time helps companies to analyze any suspicious activity in their security network and resolve it proactively. With its self-learning feature, ML can learn from its previous mistakes or past data breaches and predict similar vulnerabilities for the future, helping companies to reduce the time they invest in remediation. Furthermore, ML can process large swarms of datasets - structured or unstructured - and detect anomalies in real-time, if any. ML can also make systems and software self-learn and assist humans in crucial decision-making. While,&nbsp;<a href="https://www.allerin.com/blog/machine-learning-and-ai-play-a-crucial-role-in-cyber-security" target="_blank" rel="nofollow noopener"><span style="text-decoration: underline;">ML can help us overcome cyber frauds</span></a>, it can also assist hackers as well. This is definitely an important fact that cannot be denied.</p>\r\n
    <h2><span style="color: #10228b;"><strong>How do Hackers use Machine Learning</strong></span></h2>\r\n
    <div class="slate-resizable-image-embed slate-image-embed__resize-full-width"><img src="https://media.licdn.com/dms/image/C4E12AQG919xrjpCP6A/article-inline_image-shrink_1500_2232/0?e=1541635200&amp;v=beta&amp;t=B2sfjoh8xmJJg6pr5fB2r2YOkAkJ-6Ley346mFzugYw" alt="" width="860" height="525" data-media-urn="urn:li:digitalmediaAsset:C4E12AQG919xrjpCP6A" data-li-src="https://media.licdn.com/dms/image/C4E12AQG919xrjpCP6A/article-inline_image-shrink_1500_2232/0?e=1541635200&amp;v=beta&amp;t=B2sfjoh8xmJJg6pr5fB2r2YOkAkJ-6Ley346mFzugYw" /></div>\r\n
    <p><br />It is quite ironical how hackers benefit themselves with ML. The technology was first aimed at detecting and protecting businesses from such threats. So, is there a secret friendship flourishing between ML and hackers that we are unaware of? Yes, there is.</p>\r\n
    <ul>\r\n
    <li>Malware creation - Hackers invest a lot of their time in creating malware that is then pushed into organizational systems. They have to write long and complex codes to develop malware, such as adware, rootkit, bug, spyware, before injecting them into a system. ML can help hackers to create malware. One of the examples of ML helping creating a malware was presented in a report named “<a href="https://arxiv.org/abs/1702.05983" target="_blank" rel="nofollow noopener"><span style="text-decoration: underline;">Generating Adversarial Malware Examples for Black-Box Attacks Based on GAN</span></a><span style="text-decoration: underline;">,</span>” which states how algorithms were built to develop malware that could easily find another path to security systems.<br /><br /></li>\r\n
    <li>Phishing emails - ML has incredible applications, such as NLP, voice recognition, and text-to-speech, that help companies offer sophisticated ways to run their business. Hackers can use ML and its applications for writing a believable mail by training the ML system with legitimate mails and creating similar mails that could be sent to targets.<br /><br /></li>\r\n
    <li>Destroying the ML system - ML gathers large masses of datasets and works on them. But what if the input data is poisoned? Will the ML system still work fine? No, it won't. Hackers can destroy the input datasets on which the ML systems work to make the system corrupted.</li>\r\n
    </ul>\r\n
    </div>\r\n
    </div>
    """
  -user: Proxies\__CG__\App\Entity\User {#1092 …}
  -createdAt: DateTime @1535994181 {#1145
    date: 2018-09-03 17:03:01.0 UTC (+00:00)
  }
  -updatedAt: DateTime @1535994696 {#1150
    date: 2018-09-03 17:11:36.0 UTC (+00:00)
  }
  -deletedAt: null
  -category: App\Entity\Category {#445 …}
  -status: "published"
  -imageCard: Proxies\__CG__\App\Entity\File {#1184 …}
  -ImageHeader: Proxies\__CG__\App\Entity\File {#1184 …}
  -featured: false
  -mainView: false
  -clicks: 7381
  -comments: Doctrine\ORM\PersistentCollection {#1125 …}
  -reviewed_at: DateTime @1535994179 {#1148
    date: 2018-09-03 17:02:59.0 UTC (+00:00)
  }
  -metakey: ""
  -metadesc: "With benefits come potential risks too. Who would have ever thought that hackers could use machine learning (ML) for criminal activities? Well, it looks like they can, and here’s how."
  -robots: null
  -publishedAt: DateTime @1535994179 {#1147
    date: 2018-09-03 17:02:59.0 UTC (+00:00)
  }
  -canonical: null
  -superTag: null
}

AppController :: renderFooter (token = f75c6d)

Key Value
_controller 
"App\Controller\AppController::renderFooter"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"f5cbec"

CookieController :: renderCookie (token = bdee52)

Key Value
_controller 
"App\Controller\CookieController::renderCookie"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"876f0e"