GET https://rct.dev.bbntimes.com/technology/how-swarm-intelligence-will-optimize-your-supply-chain-operations

ArticleController :: show

Request

GET Parameters

None

POST Parameters

None

Uploaded Files

None

Request Attributes

Key Value
_controller
"App\Controller\ArticleController::show"
_firewall_context
"security.firewall.map.context.main"
_links
Symfony\Component\WebLink\GenericLinkProvider {#3613
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      -rel: [
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      -attributes: [
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    3732 => Symfony\Component\WebLink\Link {#3732
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      -rel: [
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      -attributes: [
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    3731 => Symfony\Component\WebLink\Link {#3731
      -href: "/build/502.js"
      -rel: [
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      -attributes: [
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      ]
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    3730 => Symfony\Component\WebLink\Link {#3730
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      -rel: [
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      -attributes: [
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    3729 => Symfony\Component\WebLink\Link {#3729
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      -rel: [
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      -attributes: [
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    3728 => Symfony\Component\WebLink\Link {#3728
      -href: "/build/term-condition.js"
      -rel: [
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      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3727 => Symfony\Component\WebLink\Link {#3727
      -href: "/build/contact.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
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      ]
    }
    3726 => Symfony\Component\WebLink\Link {#3726
      -href: "/build/scroll-infinite-article.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3725 => Symfony\Component\WebLink\Link {#3725
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      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3724 => Symfony\Component\WebLink\Link {#3724
      -href: "/build/cookie-style.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3723 => Symfony\Component\WebLink\Link {#3723
      -href: "/build/term-condition-css.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
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      ]
    }
    3722 => Symfony\Component\WebLink\Link {#3722
      -href: "/build/contact-css.css"
      -rel: [
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      -attributes: [
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      ]
    }
    3721 => Symfony\Component\WebLink\Link {#3721
      -href: "/build/comment-css.css"
      -rel: [
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      -attributes: [
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      ]
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}
_route
"article_show"
_route_params
[
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]
_security_firewall_run
"_security_main"
_stopwatch_token
"583413"
category
"technology"
slug
"how-swarm-intelligence-will-optimize-your-supply-chain-operations"

Request Headers

Header Value
accept
"*/*"
accept-encoding
"gzip, br, zstd, deflate"
connection
"close"
cookie
"PHPSESSID=4a7ibak6crrp1n8dn302r1bdhd"
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
"Sun, 01 Jun 2025 09:57:32 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
"fb54b5"

Cookies

Request Cookies

Key Value
PHPSESSID
"4a7ibak6crrp1n8dn302r1bdhd"

Response Cookies

No response cookies

Session 6

Session Metadata

Key Value
Created
"Sun, 01 Jun 25 09:56:34 +0000"
Last used
"Sun, 01 Jun 25 09:57:31 +0000"
Lifetime
0

Session Attributes

Attribute Value
_csrf/https-comment
"7jtgof16lTaq342i29brNFI5r-EtgEHa9uEG9IVb3OI"
_csrf/https-cookie_accept
"4Lo0ShJDnxS0rGyTiYrIBjTslrrokseSderbb8sifZc"

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
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:52
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    "function" => "handleRaw"
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    "type" => "->"
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  [
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    "line" => 197
    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
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  [
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    "line" => 35
    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\Kernel"
    "type" => "->"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
    "line" => 29
    "function" => "run"
    "class" => "Symfony\Component\Runtime\Runner\Symfony\HttpKernelRunner"
    "type" => "->"
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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\Core\Authentication\Token\Storage\UsageTrackingTokenStorage:41
[
  [
    "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" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/twig-bridge/AppVariable.php"
    "line" => 103
    "function" => "getToken"
    "class" => "Symfony\Component\Security\Core\Authentication\Token\Storage\UsageTrackingTokenStorage"
    "type" => "->"
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    "line" => 1635
    "function" => "getUser"
    "class" => "Symfony\Bridge\Twig\AppVariable"
    "type" => "->"
  ]
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    "line" => 200
    "function" => "twig_get_attribute"
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  [
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    "line" => 394
    "function" => "doDisplay"
    "class" => "__TwigTemplate_824a013e4f3f4a68e03a2d244e765025"
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    "line" => 367
    "function" => "displayWithErrorHandling"
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    "line" => 379
    "function" => "display"
    "class" => "Twig\Template"
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  [
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    "line" => 38
    "function" => "render"
    "class" => "Twig\Template"
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  [
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    "line" => 280
    "function" => "render"
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    "function" => "render"
    "class" => "Twig\Environment"
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  [
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    "line" => 453
    "function" => "doRenderView"
    "class" => "Symfony\Bundle\FrameworkBundle\Controller\AbstractController"
    "type" => "->"
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    "line" => 253
    "function" => "doRender"
    "class" => "Symfony\Bundle\FrameworkBundle\Controller\AbstractController"
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    "line" => 126
    "function" => "render"
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    "function" => "renderHeader"
    "class" => "App\Controller\AppController"
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  [
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    "line" => 86
    "function" => "handle"
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  [
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    "function" => "handle"
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  [
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    "function" => "render"
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    "function" => "render"
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  [
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    "function" => "displayWithErrorHandling"
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    "function" => "displayWithErrorHandling"
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    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/twig/twig/src/Template.php"
    "line" => 379
    "function" => "display"
    "class" => "Twig\Template"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/twig/twig/src/TemplateWrapper.php"
    "line" => 38
    "function" => "render"
    "class" => "Twig\Template"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/twig/twig/src/Environment.php"
    "line" => 280
    "function" => "render"
    "class" => "Twig\TemplateWrapper"
    "type" => "->"
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  [
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    "line" => 448
    "function" => "render"
    "class" => "Twig\Environment"
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  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/framework-bundle/Controller/AbstractController.php"
    "line" => 453
    "function" => "doRenderView"
    "class" => "Symfony\Bundle\FrameworkBundle\Controller\AbstractController"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/framework-bundle/Controller/AbstractController.php"
    "line" => 253
    "function" => "doRender"
    "class" => "Symfony\Bundle\FrameworkBundle\Controller\AbstractController"
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  [
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    "function" => "render"
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  [
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    "line" => 181
    "function" => "show"
    "class" => "App\Controller\ArticleController"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
    "line" => 76
    "function" => "handleRaw"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
    "type" => "->"
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  [
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    "line" => 197
    "function" => "handle"
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  [
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    "function" => "handle"
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  [
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    "function" => "run"
    "class" => "Symfony\Component\Runtime\Runner\Symfony\HttpKernelRunner"
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  [
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    "line" => 5
    "args" => [
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]
Symfony\Component\Security\Http\Firewall\ContextListener:171
[
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    "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" => "->"
  ]
  [
    "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"
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  [
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    "line" => 139
    "function" => "dispatch"
    "class" => "Symfony\Component\EventDispatcher\EventDispatcher"
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  [
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    "function" => "dispatch"
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    "type" => "->"
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  [
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    "line" => 202
    "function" => "filterResponse"
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    "function" => "handleRaw"
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    "function" => "handle"
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    "line" => 35
    "function" => "handle"
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    "type" => "->"
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  [
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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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]

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=4a7ibak6crrp1n8dn302r1bdhd"
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/how-swarm-intelligence-will-optimize-your-supply-chain-operations"
REDIRECT_REDIRECT_SCRIPT_URL
"/technology/how-swarm-intelligence-will-optimize-your-supply-chain-operations"
REDIRECT_REDIRECT_SSL_TLS_SNI
"rct.dev.bbntimes.com"
REDIRECT_REDIRECT_STATUS
"200"
REDIRECT_REDIRECT_UNIQUE_ID
"aDwkCcKRU4EOIvXUbAxaIwAAAIU"
REDIRECT_SCRIPT_URI
"https://rct.dev.bbntimes.com/technology/how-swarm-intelligence-will-optimize-your-supply-chain-operations"
REDIRECT_SCRIPT_URL
"/technology/how-swarm-intelligence-will-optimize-your-supply-chain-operations"
REDIRECT_SSL_TLS_SNI
"rct.dev.bbntimes.com"
REDIRECT_STATUS
"200"
REDIRECT_UNIQUE_ID
"aDwkCcKRU4EOIvXUbAxaIwAAAIU"
REDIRECT_URL
"/public/technology/how-swarm-intelligence-will-optimize-your-supply-chain-operations"
REMOTE_ADDR
"216.73.216.236"
REMOTE_PORT
"48532"
REQUEST_METHOD
"GET"
REQUEST_SCHEME
"https"
REQUEST_TIME
1748771849
REQUEST_TIME_FLOAT
1748771849.7277
REQUEST_URI
"/technology/how-swarm-intelligence-will-optimize-your-supply-chain-operations"
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/how-swarm-intelligence-will-optimize-your-supply-chain-operations"
SCRIPT_URL
"/technology/how-swarm-intelligence-will-optimize-your-supply-chain-operations"
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
"aDwkCcKRU4EOIvXUbAxaIwAAAIU"

Sub Requests 6

CookieController :: renderAnalysis (token = 116cf2)

Key Value
_controller
"App\Controller\CookieController::renderAnalysis"
_format
"html"
_locale
"en"
_stopwatch_token
"ed73bf"

AppController :: renderHeader (token = f9f399)

Key Value
_controller
"App\Controller\AppController::renderHeader"
_format
"html"
_locale
"en"
_stopwatch_token
"7dbb0d"
slug
"home"

ArticleController :: trendingArticle (token = a3ebe5)

Key Value
_controller
"App\Controller\ArticleController::trendingArticle"
_format
"html"
_locale
"en"
_stopwatch_token
"19ac74"
category
"Technology"

ArticleController :: relatedArticles (token = df1760)

Key Value
_controller
"App\Controller\ArticleController::relatedArticles"
_format
"html"
_locale
"en"
_stopwatch_token
"a25842"
current_article
App\Entity\Article {#1094
  -id: 11948
  -title: "How Swarm Intelligence Will Optimize Your Supply Chain Operations"
  -slug: "how-swarm-intelligence-will-optimize-your-supply-chain-operations"
  -introtext: "<p>An industry's success depends on cost-effective supply chain management under various markets, logistics and production challenges.</p>\r\n"
  -content: """
    \r\n
    <p>The use of AI in logistics through swarm intelligence optimization and ant colony optimization has resulted in a significant increase in the resolution of these problems.</p>\r\n
    <p>Artificial intelligence is already quite powerful and it is just getting stronger. Everything from self-driving vehicles to social media is defined by how quickly technology can teach machines to behave like humans, if not outperform them. Though still in the early phases of development, enterprise applications based on sophisticated technologies such as&nbsp;AI and machine learning (ML) are beginning to drive company innovation initiatives.&nbsp;AI in logistics and supply chain is a game-changer.</p>\r\n
    <h3>AI in Logistics &amp; Supply Chain</h3>\r\n
    <p>Artificial intelligence and machine learning are already transforming the logistics industry. In supply chains,&nbsp;artificial intelligence assists in delivering the powerful optimization capabilities required for more accurate capacity planning, enhanced efficiency, high quality, lower costs and higher output, all while promoting safer working conditions. Artificial intelligence and machine learning drive enterprise-wide visibility into all aspects of the supply chain by weeding out deep-rooted inefficiencies and uncertainties, with granularity and methodology that humans simply can’t match at scale.</p>\r\n
    <p><img src="/images/Benefits_of_SI_in_Supply_Chain_Optimization.png" alt="Benefits_of_SI_in_Supply_Chain_Optimization.png" width="1020" height="1021" />&nbsp;</p>\r\n
    <p>These technologies prove to be game-changers in the supply chain and logistics industries. According to McKinsey &amp; Company,&nbsp;organizations will gain between $1.3 trillion and $2 trillion per year in economic value&nbsp;by incorporating AI into their supply chains.</p>\r\n
    <h3>Swarm Intelligence (SI) in Supply Chain Can Help in Optimization</h3>\r\n
    <p>Traditional programming approaches, including Linear Programming, Mixed-Integer Linear Programming and Branch-and-Bound methods, were used to solve supply chain optimization challenges until the early 2000s. Though still in the early phases of development, enterprise applications based on sophisticated technologies such as AI and machine learning are beginning to drive company innovation initiatives. It's worth noting that managerial decisions in supply chain management (SCM) frequently focus on resource optimization.</p>\r\n
    <h3>Benefits of SI in Supply Chain Operations</h3>\r\n
    <p>SI algorithms can solve large-scale problems that are difficult to resolve with accurate algorithms. Because of its flexibility in design and fast convergence, SI algorithms have been widely used in various supply chain network design areas. A generalized framework for SI implementation in SCM is proposed, which is beneficial to industry practitioners and researchers, providing many benefits like:</p>\r\n
    <ul>\r\n
    <li>\r\n
    <p>Accurate inventory management</p>\r\n
    </li>\r\n
    <li>\r\n
    <p>Warehouse efficiency</p>\r\n
    </li>\r\n
    <li>\r\n
    <p>Intelligent decision-making</p>\r\n
    </li>\r\n
    <li>\r\n
    <p>Enhanced safety</p>\r\n
    </li>\r\n
    <li>\r\n
    <p>End-to-end visibility</p>\r\n
    </li>\r\n
    <li>\r\n
    <p>Reduced operation costs</p>\r\n
    </li>\r\n
    <li>\r\n
    <p>On-time delivery</p>\r\n
    </li>\r\n
    </ul>\r\n
    <h3>The SI Powered Supply Chain is Here to Stay</h3>\r\n
    <p>Traditional business models will become antiquated and eventually obsolete as supply chain organizations shift their focus from products to outcomes, leaving the bodies and brands of the laggards and losers scattered along the route. As all of these forces collide, we're about to see a paradigm shift from simple reactive intelligence to predictive, adaptive, and continuous learning systems that drive better decisions for continuous improvements using machine learning and AI in logistics and supply chain on your existing data sources.</p>\r\n
    <p>&nbsp;</p>
    """
  -user: Proxies\__CG__\App\Entity\User {#1092 …}
  -createdAt: DateTime @1656697927 {#1145
    date: 2022-07-01 17:52:07.0 UTC (+00:00)
  }
  -updatedAt: DateTime @1656698087 {#1150
    date: 2022-07-01 17:54:47.0 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: 2693
  -comments: Doctrine\ORM\PersistentCollection {#1125 …}
  -reviewed_at: DateTime @1656697927 {#1148
    date: 2022-07-01 17:52:07.0 UTC (+00:00)
  }
  -metakey: "How Swarm Intelligence Will Optimize Your Supply Chain Operations"
  -metadesc: "An industry's success depends on cost-effective supply chain management under various markets, logistics and production challenges."
  -robots: null
  -publishedAt: DateTime @1656697927 {#1147
    date: 2022-07-01 17:52:07.0 UTC (+00:00)
  }
  -canonical: null
  -superTag: null
}

AppController :: renderFooter (token = a22390)

Key Value
_controller
"App\Controller\AppController::renderFooter"
_format
"html"
_locale
"en"
_stopwatch_token
"5c8f18"

CookieController :: renderCookie (token = 92f677)

Key Value
_controller
"App\Controller\CookieController::renderCookie"
_format
"html"
_locale
"en"
_stopwatch_token
"ff3d15"