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Response
200 OK
IP
3.141.38.233
Profiled on
Token
6fc76a

ArticleController :: show

Request

GET Parameters

None

POST Parameters

None

Uploaded Files

None

Request Attributes

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"*/*"
accept-encoding 
"gzip, br, zstd, deflate"
connection 
"close"
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"PHPSESSID=mgvpqqh055np271h9k57qgqi88"
host 
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user-agent 
"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
x-php-ob-level 
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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 
"Sat, 22 Feb 2025 08:50:41 GMT"
link 
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Cookies

Request Cookies

Key Value
PHPSESSID 
"mgvpqqh055np271h9k57qgqi88"

Response Cookies

No response cookies

Session 6

Session Metadata

Key Value
Created 
"Sat, 22 Feb 25 08:50:24 +0000"
Last used 
"Sat, 22 Feb 25 08:50:39 +0000"
Lifetime 
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Session Attributes

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Session Usage

6 Usages
Stateless check enabled
Usage
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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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Show trace 
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    "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" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/Kernel.php"
    "line" => 197
    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/runtime/Runner/Symfony/HttpKernelRunner.php"
    "line" => 35
    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\Kernel"
    "type" => "->"
  ]
  [
    "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" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/public/index.php"
    "line" => 5
    "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" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/twig-bridge/AppVariable.php"
    "line" => 103
    "function" => "getToken"
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/twig/twig/src/Extension/CoreExtension.php"
    "line" => 1635
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    "type" => "->"
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/var/cache/dev/twig/a4/a456f2f504a18cd81037fa69e543310c.php"
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    "function" => "twig_get_attribute"
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    "line" => 394
    "function" => "doDisplay"
    "class" => "__TwigTemplate_824a013e4f3f4a68e03a2d244e765025"
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    "line" => 367
    "function" => "displayWithErrorHandling"
    "class" => "Twig\Template"
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  [
    "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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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/framework-bundle/Controller/AbstractController.php"
    "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"
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  ]
  [
    "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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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/src/Controller/AppController.php"
    "line" => 126
    "function" => "render"
    "class" => "Symfony\Bundle\FrameworkBundle\Controller\AbstractController"
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  ]
  [
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    "line" => 181
    "function" => "renderHeader"
    "class" => "App\Controller\AppController"
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  ]
  [
    "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" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpCache/SubRequestHandler.php"
    "line" => 86
    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
    "type" => "->"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/Fragment/InlineFragmentRenderer.php"
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    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\HttpCache\SubRequestHandler"
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  [
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    "function" => "render"
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  [
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    "function" => "render"
    "class" => "Symfony\Component\HttpKernel\DependencyInjection\LazyLoadingFragmentHandler"
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  [
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/twig/twig/src/Template.php"
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    "function" => "block_header"
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  [
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    "function" => "displayBlock"
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    "function" => "displayWithErrorHandling"
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  [
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    "function" => "display"
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    "line" => 394
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/twig/twig/src/Template.php"
    "line" => 367
    "function" => "displayWithErrorHandling"
    "class" => "Twig\Template"
    "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"
    "type" => "->"
  ]
  [
    "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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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/framework-bundle/Controller/AbstractController.php"
    "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"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/src/Controller/ArticleController.php"
    "line" => 277
    "function" => "render"
    "class" => "Symfony\Bundle\FrameworkBundle\Controller\AbstractController"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
    "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" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/Kernel.php"
    "line" => 197
    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/runtime/Runner/Symfony/HttpKernelRunner.php"
    "line" => 35
    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\Kernel"
    "type" => "->"
  ]
  [
    "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" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/public/index.php"
    "line" => 5
    "args" => [
      "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
    ]
    "function" => "require_once"
  ]
]
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" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/event-dispatcher/Debug/WrappedListener.php"
    "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"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/event-dispatcher/Debug/TraceableEventDispatcher.php"
    "line" => 139
    "function" => "dispatch"
    "class" => "Symfony\Component\EventDispatcher\EventDispatcher"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
    "line" => 214
    "function" => "dispatch"
    "class" => "Symfony\Component\EventDispatcher\Debug\TraceableEventDispatcher"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
    "line" => 202
    "function" => "filterResponse"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
    "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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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/Kernel.php"
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    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
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  [
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    "line" => 35
    "function" => "handle"
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    "type" => "->"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
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    "function" => "run"
    "class" => "Symfony\Component\Runtime\Runner\Symfony\HttpKernelRunner"
    "type" => "->"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/public/index.php"
    "line" => 5
    "args" => [
      "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
    ]
    "function" => "require_once"
  ]
]

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=mgvpqqh055np271h9k57qgqi88"
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/science/promising-areas-for-ai-research-in-2024"
REDIRECT_REDIRECT_SCRIPT_URL 
"/science/promising-areas-for-ai-research-in-2024"
REDIRECT_REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_REDIRECT_STATUS 
"200"
REDIRECT_REDIRECT_UNIQUE_ID 
"Z7mP4ZDyWLT8YV1VjBo_9wAAAIM"
REDIRECT_SCRIPT_URI 
"https://rct.dev.bbntimes.com/science/promising-areas-for-ai-research-in-2024"
REDIRECT_SCRIPT_URL 
"/science/promising-areas-for-ai-research-in-2024"
REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_STATUS 
"200"
REDIRECT_UNIQUE_ID 
"Z7mP4ZDyWLT8YV1VjBo_9wAAAIM"
REDIRECT_URL 
"/public/science/promising-areas-for-ai-research-in-2024"
REMOTE_ADDR 
"3.141.38.233"
REMOTE_PORT 
"19984"
REQUEST_METHOD 
"GET"
REQUEST_SCHEME 
"https"
REQUEST_TIME 
1740214241
REQUEST_TIME_FLOAT 
1740214241.0389
REQUEST_URI 
"/science/promising-areas-for-ai-research-in-2024"
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/science/promising-areas-for-ai-research-in-2024"
SCRIPT_URL 
"/science/promising-areas-for-ai-research-in-2024"
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 
"Z7mP4ZDyWLT8YV1VjBo_9wAAAIM"

Sub Requests 6

CookieController :: renderAnalysis (token = a5f12d)

Key Value
_controller 
"App\Controller\CookieController::renderAnalysis"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"efded3"

AppController :: renderHeader (token = 1613d6)

Key Value
_controller 
"App\Controller\AppController::renderHeader"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"8e385c"
slug 
"home"

ArticleController :: trendingArticle (token = 38bf0b)

Key Value
_controller 
"App\Controller\ArticleController::trendingArticle"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"597099"
category 
"Science"

ArticleController :: relatedArticles (token = 9eb3df)

Key Value
_controller 
"App\Controller\ArticleController::relatedArticles"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"d5f112"
current_article 
App\Entity\Article {#1094
  -id: 17682
  -title: "Promising Areas for AI Research in 2024"
  -slug: "promising-areas-for-ai-research-in-2024"
  -introtext: "<p id="ember42" class="ember-view reader-content-blocks__paragraph">Artificial intelligence, with its ever-expanding tentacles, touches upon almost every facet of our lives.</p>\r\n"
  -content: """
    \r\n
    <p id="ember42" class="ember-view reader-content-blocks__paragraph">It fuels groundbreaking discoveries in medicine, revolutionizes industries, and shapes the future of <a href="/technology/technologies-that-facilitate-human-computer-interaction" target="_blank" rel="noopener">human-computer interaction</a>. But where does one delve into this intricate world, especially as a budding researcher? We will shed light on some of the most promising areas for AI research in 2024, catering to diverse interests and expertise levels.</p>\r\n
    <p><img src="/images/Promising_Areas_of_AI_Research.jpeg" alt="Promising_Areas_of_AI_Research.jpeg" width="900" height="506" /></p>\r\n
    <h2 id="ember44" class="ember-view reader-content-blocks__paragraph"><strong>1. Explainable AI (XAI): Demystifying Decision-Making</strong></h2>\r\n
    <p id="ember45" class="ember-view reader-content-blocks__paragraph">Imagine an AI model making crucial decisions that impact your life, yet its reasoning remains shrouded in mystery. XAI aims to bridge this gap, making AI systems transparent and interpretable. Research opportunities flourish in various subfields:</p>\r\n
    <ul>\r\n
    <li>\r\n
    <p><strong>Model introspection:</strong><span class="white-space-pre"> </span>Developing techniques to understand how a model arrives at its outputs.&nbsp;This involves visualizing internal representations,&nbsp;attributing decisions to specific features,&nbsp;and counterfactual explanations ("what if").</p>\r\n
    </li>\r\n
    <li>\r\n
    <p><strong>Human-like explanations:</strong><span class="white-space-pre"> </span>Translating machine-level reasoning into concepts humans can grasp,&nbsp;using natural language,&nbsp;visualizations,&nbsp;or interactive interfaces.</p>\r\n
    </li>\r\n
    <li>\r\n
    <p><strong>Fairness and accountability:</strong><span class="white-space-pre"> </span>Ensuring XAI methods themselves are unbiased and that AI systems operate ethically and are accountable for their actions.</p>\r\n
    </li>\r\n
    </ul>\r\n
    <p id="ember47" class="ember-view reader-content-blocks__paragraph">XAI offers a rewarding path for researchers seeking to <a href="/companies/building-a-culture-of-trust-through-vulnerability" target="_blank" rel="noopener">build trust </a>and understanding in AI, crucial for widespread adoption and ethical development.</p>\r\n
    <h2 id="ember48" class="ember-view reader-content-blocks__paragraph"><strong>2. Generative AI: Unleashing Creativity and Innovation</strong></h2>\r\n
    <p id="ember49" class="ember-view reader-content-blocks__paragraph">From creating realistic images to composing engaging music, generative AI pushes the boundaries of content creation. Exciting research frontiers include:</p>\r\n
    <ul>\r\n
    <li>\r\n
    <p><strong>Multimodal generation:</strong><span class="white-space-pre"> </span>Generating content across different modalities,&nbsp;like text descriptions from images or music pieces inspired by poems.</p>\r\n
    </li>\r\n
    <li>\r\n
    <p><strong>Conditional generation:</strong><span class="white-space-pre"> </span>Tailoring outputs based on specific user preferences,&nbsp;styles,&nbsp;or contextual information.</p>\r\n
    </li>\r\n
    <li>\r\n
    <p><strong>Explainable and controllable generation:</strong><span class="white-space-pre"> </span>Understanding how generated content is created and providing users with more control over the process.</p>\r\n
    </li>\r\n
    </ul>\r\n
    <p id="ember51" class="ember-view reader-content-blocks__paragraph">This field holds immense potential for artistic expression, personalized experiences, and even scientific discovery.</p>\r\n
    <h2 id="ember52" class="ember-view reader-content-blocks__paragraph"><strong>3. Reinforcement Learning (RL): Learning by Doing</strong></h2>\r\n
    <p id="ember53" class="ember-view reader-content-blocks__paragraph">Inspired by biological learning, RL agents learn through trial and error, interacting with their environment and receiving rewards for desired actions. Key research areas include:</p>\r\n
    <ul>\r\n
    <li>\r\n
    <p><strong>Multi-agent RL:</strong><span class="white-space-pre"> </span>Coordinating multiple agents to achieve complex goals collaboratively,&nbsp;essential for applications like autonomous vehicles or swarm robotics.</p>\r\n
    </li>\r\n
    <li>\r\n
    <p><strong>Lifelong learning and adaptation:</strong><span class="white-space-pre"> </span>Enabling agents to continuously learn and adapt to new environments and challenges over time.</p>\r\n
    </li>\r\n
    <li>\r\n
    <p><strong>Sample efficiency and safety:</strong><span class="white-space-pre"> </span>Reducing the amount of data and interactions needed for learning,&nbsp;while ensuring safe exploration in real-world settings.</p>\r\n
    </li>\r\n
    </ul>\r\n
    <p id="ember55" class="ember-view reader-content-blocks__paragraph">RL's ability to handle dynamic environments makes it attractive for tackling real-world challenges in robotics, resource management, and complex planning tasks.</p>\r\n
    <h2 id="ember56" class="ember-view reader-content-blocks__paragraph"><strong>4. Natural Language Processing (NLP): From Words to Understanding</strong></h2>\r\n
    <p id="ember57" class="ember-view reader-content-blocks__paragraph">NLP aims to bridge the gap between human language and machines. Current research hotspots include:</p>\r\n
    <ul>\r\n
    <li>\r\n
    <p><strong>Dialogue systems:</strong><span class="white-space-pre"> </span>Creating bots that can engage in natural,&nbsp;open-ended conversations,&nbsp;understanding context and emotions.</p>\r\n
    </li>\r\n
    <li>\r\n
    <p><strong>Multilingual NLP:</strong><span class="white-space-pre"> </span>Enabling machines to process and <a href="/technology/multilingual-natural-language-processing-nlp-can-break-down-language-barriers" target="_blank" rel="noopener">understand languages</a> beyond English,&nbsp;overcoming cultural and linguistic barriers.</p>\r\n
    </li>\r\n
    <li>\r\n
    <p><strong>Transfer learning:</strong><span class="white-space-pre"> </span>Leveraging knowledge gained from one language to learn new ones efficiently,&nbsp;crucial for expanding NLP capabilities globally.</p>\r\n
    </li>\r\n
    </ul>\r\n
    <p id="ember59" class="ember-view reader-content-blocks__paragraph">NLP research promises advancements in human-computer interaction, personalized education, and communication accessibility for diverse populations.</p>\r\n
    <h2 id="ember60" class="ember-view reader-content-blocks__paragraph"><strong>5. AI for Social Good: Tackling Global Challenges</strong></h2>\r\n
    <p id="ember61" class="ember-view reader-content-blocks__paragraph">AI isn't just about technological prowess; it can also be a powerful tool for positive change. Promising areas include:</p>\r\n
    <ul>\r\n
    <li>\r\n
    <p><strong>AI for sustainability:</strong><span class="white-space-pre"> </span>Optimizing energy use,&nbsp;managing resources,&nbsp;and mitigating climate change using AI-powered solutions.</p>\r\n
    </li>\r\n
    <li>\r\n
    <p><strong>AI for healthcare:</strong><span class="white-space-pre"> </span>From early disease detection to personalized medicine,&nbsp;AI is revolutionizing healthcare access and delivery.</p>\r\n
    </li>\r\n
    <li>\r\n
    <p><strong>AI for education:</strong><span class="white-space-pre"> </span>Creating adaptive learning systems,&nbsp;personalized tutoring,&nbsp;and accessible educational resources for all.</p>\r\n
    </li>\r\n
    </ul>\r\n
    <p id="ember63" class="ember-view reader-content-blocks__paragraph">Research in these areas can directly impact the lives of millions, making AI a valuable instrument for social progress.</p>\r\n
    <p><img src="/images/Other_AI_Areas.jpeg" alt="Other_AI_Areas.jpeg" width="800" height="450" /></p>\r\n
    <p id="ember65" class="ember-view reader-content-blocks__paragraph"><strong>Beyond these specific areas, several cross-cutting themes deserve mention:</strong></p>\r\n
    <ul>\r\n
    <li>\r\n
    <p><strong>Edge AI:</strong><span class="white-space-pre"> </span>Bringing AI intelligence to resource-constrained devices,&nbsp;enabling applications beyond centralized computation.</p>\r\n
    </li>\r\n
    <li>\r\n
    <p><strong>Neuromorphic computing:</strong><span class="white-space-pre"> </span>Developing hardware inspired by the human brain,&nbsp;offering potential performance and efficiency gains.</p>\r\n
    </li>\r\n
    <li>\r\n
    <p><strong>Quantum AI:</strong><span class="white-space-pre"> </span>Exploring the potential of quantum computing to accelerate AI algorithms and tackle previously intractable problems.</p>\r\n
    </li>\r\n
    </ul>\r\n
    <p id="ember67" class="ember-view reader-content-blocks__paragraph">Remember, choosing a research area is a personal journey. Consider your interests, skills, and the impact you want to make. By actively exploring these promising avenues, you can contribute to the exciting evolution of AI and shape its positive impact on the world.</p>
    """
  -user: Proxies\__CG__\App\Entity\User {#1092 …}
  -createdAt: DateTime @1717605900 {#1145
    date: 2024-06-05 16:45:00.0 UTC (+00:00)
  }
  -updatedAt: DateTime @1717606682 {#1150
    date: 2024-06-05 16:58:02.0 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: 2265
  -comments: Doctrine\ORM\PersistentCollection {#1125 …}
  -reviewed_at: DateTime @1717605900 {#1148
    date: 2024-06-05 16:45:00.0 UTC (+00:00)
  }
  -metakey: "Promising Areas for AI Research in 2024"
  -metadesc: "Artificial intelligence, with its ever-expanding tentacles, touches upon almost every facet of our lives."
  -robots: null
  -publishedAt: DateTime @1717605900 {#1147
    date: 2024-06-05 16:45:00.0 UTC (+00:00)
  }
  -canonical: null
  -superTag: null
}

AppController :: renderFooter (token = 6db6de)

Key Value
_controller 
"App\Controller\AppController::renderFooter"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"973b8d"

CookieController :: renderCookie (token = d0b8c6)

Key Value
_controller 
"App\Controller\CookieController::renderCookie"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"b93a42"