GET https://rct.dev.bbntimes.com/society/transforming-architecture-the-impact-of-machine-learning

Response
200 OK
IP
216.73.216.240
Profiled on
Token
86b26e

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_run 
"_security_main"
_stopwatch_token 
"f16cb1"
category 
"society"
slug 
"transforming-architecture-the-impact-of-machine-learning"

Request Headers

Header Value
accept 
"*/*"
accept-encoding 
"gzip, br, zstd, deflate"
connection 
"close"
cookie 
"PHPSESSID=55l3lq4fu9uh0g86lfgep45fam"
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 
"Sat, 21 Jun 2025 17:37:55 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 
"86b26e"

Cookies

Request Cookies

Key Value
PHPSESSID 
"55l3lq4fu9uh0g86lfgep45fam"

Response Cookies

No response cookies

Session 6

Session Metadata

Key Value
Created 
"Sat, 21 Jun 25 17:37:44 +0000"
Last used 
"Sat, 21 Jun 25 17:37:53 +0000"
Lifetime 
0

Session Attributes

Attribute Value
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"h70P-IAfOgbYU0BA7u3q7vd-haJaStkrPdAR8V-s8Bo"
_csrf/https-cookie_accept 
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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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    "type" => "->"
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    "line" => 76
    "function" => "handleRaw"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
    "type" => "->"
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  [
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    "line" => 197
    "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/runtime/Runner/Symfony/HttpKernelRunner.php"
    "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"
    "line" => 29
    "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"
  ]
]
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"
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    "function" => "getToken"
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    "function" => "twig_get_attribute"
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    "class" => "Twig\Template"
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    "line" => 453
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    "class" => "Symfony\Bundle\FrameworkBundle\Controller\AbstractController"
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    "class" => "Symfony\Bundle\FrameworkBundle\Controller\AbstractController"
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    "function" => "renderHeader"
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  [
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    "function" => "handle"
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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" => "->"
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  [
    "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" => "->"
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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"
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  [
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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"
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  [
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    "line" => 253
    "function" => "doRender"
    "class" => "Symfony\Bundle\FrameworkBundle\Controller\AbstractController"
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  [
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    "function" => "render"
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
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    "function" => "show"
    "class" => "App\Controller\ArticleController"
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  [
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    "line" => 76
    "function" => "handleRaw"
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    "type" => "->"
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  [
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    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
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  [
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    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\Kernel"
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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"
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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"
  ]
]
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" => "->"
  ]
  [
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    "function" => "dispatch"
    "class" => "Symfony\Component\EventDispatcher\EventDispatcher"
    "type" => "->"
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  [
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    "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"
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
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    "function" => "handleRaw"
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    "function" => "handle"
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    "function" => "run"
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    "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=55l3lq4fu9uh0g86lfgep45fam"
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/society/transforming-architecture-the-impact-of-machine-learning"
REDIRECT_REDIRECT_SCRIPT_URL 
"/society/transforming-architecture-the-impact-of-machine-learning"
REDIRECT_REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_REDIRECT_STATUS 
"200"
REDIRECT_REDIRECT_UNIQUE_ID 
"aFbt8knkfilpmH0RJNDrwAAAABY"
REDIRECT_SCRIPT_URI 
"https://rct.dev.bbntimes.com/society/transforming-architecture-the-impact-of-machine-learning"
REDIRECT_SCRIPT_URL 
"/society/transforming-architecture-the-impact-of-machine-learning"
REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_STATUS 
"200"
REDIRECT_UNIQUE_ID 
"aFbt8knkfilpmH0RJNDrwAAAABY"
REDIRECT_URL 
"/public/society/transforming-architecture-the-impact-of-machine-learning"
REMOTE_ADDR 
"216.73.216.240"
REMOTE_PORT 
"46082"
REQUEST_METHOD 
"GET"
REQUEST_SCHEME 
"https"
REQUEST_TIME 
1750527474
REQUEST_TIME_FLOAT 
1750527474.5327
REQUEST_URI 
"/society/transforming-architecture-the-impact-of-machine-learning"
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/society/transforming-architecture-the-impact-of-machine-learning"
SCRIPT_URL 
"/society/transforming-architecture-the-impact-of-machine-learning"
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 
"aFbt8knkfilpmH0RJNDrwAAAABY"

Sub Requests 6

CookieController :: renderAnalysis (token = f5244f)

Key Value
_controller 
"App\Controller\CookieController::renderAnalysis"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"5b406b"

AppController :: renderHeader (token = 9eb949)

Key Value
_controller 
"App\Controller\AppController::renderHeader"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"eaf0c2"
slug 
"home"

ArticleController :: trendingArticle (token = 36c5c4)

Key Value
_controller 
"App\Controller\ArticleController::trendingArticle"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"446227"
category 
"Society"

ArticleController :: relatedArticles (token = 8007c3)

Key Value
_controller 
"App\Controller\ArticleController::relatedArticles"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"c41801"
current_article 
App\Entity\Article {#1094
  -id: 14680
  -title: "Transforming Architecture: The Impact of Machine Learning"
  -slug: "transforming-architecture-the-impact-of-machine-learning"
  -introtext: "<p>In the world of architecture, the integration of machine learning has sparked a revolution in the way buildings are designed, constructed, and operated.</p>\r\n"
  -content: """
    \r\n
    <p><a href="technology/how-to-operationalize-machine-learning" target="_blank" rel="noopener">Machine learning</a>, a subset of artificial intelligence, empowers architects to leverage advanced algorithms and vast amounts of data to enhance their creative processes, make informed decisions, and optimize building performance. This article explores the transformative role of machine learning in architecture and showcases its impact on various aspects of the industry.</p>\r\n
    <h2>Enhancing Design Processes with Generative Models</h2>\r\n
    <p><img src="/images/Enhancing_Design_Processes_with_Generative_Models.jpg" alt="Enhancing_Design_Processes_with_Generative_Models.jpg" width="600" height="400" /></p>\r\n
    <p>Generative design, coupled with machine learning, has emerged as a powerful tool in the architectural realm. <a href="science/striking-a-balance-the-imperative-of-regulating-machine-learning" target="_blank" rel="noopener">By leveraging algorithms</a> and data-driven techniques, architects can generate innovative and unique design solutions. These generative models analyze a range of parameters, such as site conditions, environmental factors, and functional requirements, to produce design options that optimize building performance and efficiency. Through this approach, architects can push the boundaries of creativity and explore design possibilities that were previously unimagined.</p>\r\n
    <h2>Analyzing and Learning from Architectural Data</h2>\r\n
    <p>The abundance of architectural data offers immense opportunities for architects to gain insights and improve their design decision-making processes. Machine learning algorithms can extract valuable information from vast datasets, enabling architects to identify patterns, recognize design trends, and make data-driven decisions. By analyzing data from previous projects, architects can learn from past successes and failures, informing their current design processes. This data-driven approach allows architects to create more informed and innovative designs that align with client needs and preferences.</p>\r\n
    <h2>Predictive Modeling and Performance Optimization</h2>\r\n
    <p>Machine learning facilitates predictive modeling, enabling architects to simulate and optimize various aspects of building performance. With the help of advanced algorithms, architects can predict and evaluate factors such as energy consumption, thermal performance, and structural stability. By analyzing these variables during the design phase, architects can make informed decisions to enhance building performance, minimize environmental impact, and optimize resource usage. This predictive modeling capability empowers architects to create sustainable and efficient designs that meet the evolving demands of the industry.</p>\r\n
    <h2>Automation and Optimization in Construction</h2>\r\n
    <p><img src="/images/Automation_and_Optimization_in_Construction.jpg" alt="Automation_and_Optimization_in_Construction.jpg" width="600" height="400" /></p>\r\n
    <p>Machine learning-driven automation is revolutionizing the construction process, making it faster, more accurate, and cost-effective. Robotic fabrication techniques, guided by machine learning algorithms, enable precise manufacturing of building components. Automated construction processes, such as 3D printing and robotic assembly, streamline construction timelines and enhance productivity. Machine learning also aids in optimizing material usage, reducing waste, and improving construction quality. By integrating machine learning in construction, architects can realize their designs with greater precision and efficiency.</p>\r\n
    <h2>Machine Learning is Revolutionizing Architecture</h2>\r\n
    <p><a href="science/the-integration-dilemma-exploring-the-barriers-to-machine-learning-adoption" target="_blank" rel="noopener">The integration of machine learning</a> in architecture has transformed the industry, offering architects powerful tools to enhance their design processes, optimize building performance, and automate construction workflows. The combination of generative design, data analysis, predictive modeling, and automation opens up a world of possibilities for architects to create sustainable, efficient, and visually stunning structures. As machine learning continues to evolve, it will further push the boundaries of architectural innovation and redefine the way we design and construct buildings. Embracing the potential of machine learning is key for architects to remain at the forefront of the industry and create impactful designs for a rapidly changing world.</p>
    """
  -user: Proxies\__CG__\App\Entity\User {#1092 …}
  -createdAt: DateTime @1694700720 {#1145
    date: 2023-09-14 14:12:00.0 UTC (+00:00)
  }
  -updatedAt: DateTime @1694700783 {#1150
    date: 2023-09-14 14:13:03.0 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: true
  -mainView: false
  -clicks: 1344
  -comments: Doctrine\ORM\PersistentCollection {#1125 …}
  -reviewed_at: DateTime @1694700720 {#1148
    date: 2023-09-14 14:12:00.0 UTC (+00:00)
  }
  -metakey: "Transforming Architecture: The Impact of Machine Learning"
  -metadesc: "In the world of architecture, the integration of machine learning has sparked a revolution in the way buildings are designed, constructed, and operated."
  -robots: null
  -publishedAt: DateTime @1694700720 {#1147
    date: 2023-09-14 14:12:00.0 UTC (+00:00)
  }
  -canonical: null
  -superTag: null
}

AppController :: renderFooter (token = d52832)

Key Value
_controller 
"App\Controller\AppController::renderFooter"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"01bda2"

CookieController :: renderCookie (token = e70a51)

Key Value
_controller 
"App\Controller\CookieController::renderCookie"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"ed6703"