GET https://rct.dev.bbntimes.com/technology/vector-databases-in-generative-ai-applications

Response
200 OK
IP
3.144.252.170
Profiled on
Token
b58357

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 {#3599
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      -href: "/build/runtime.js"
      -rel: [
        "preload" => "preload"
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      -attributes: [
        "as" => "script"
      ]
    }
    3718 => Symfony\Component\WebLink\Link {#3718
      -href: "/build/644.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3717 => Symfony\Component\WebLink\Link {#3717
      -href: "/build/502.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3716 => Symfony\Component\WebLink\Link {#3716
      -href: "/build/app.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
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      ]
    }
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      -rel: [
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      ]
      -attributes: [
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      ]
    }
    3714 => Symfony\Component\WebLink\Link {#3714
      -href: "/build/term-condition.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3713 => Symfony\Component\WebLink\Link {#3713
      -href: "/build/contact.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3712 => Symfony\Component\WebLink\Link {#3712
      -href: "/build/scroll-infinite-article.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3711 => Symfony\Component\WebLink\Link {#3711
      -href: "/build/app.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3710 => Symfony\Component\WebLink\Link {#3710
      -href: "/build/cookie-style.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3709 => Symfony\Component\WebLink\Link {#3709
      -href: "/build/term-condition-css.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3708 => Symfony\Component\WebLink\Link {#3708
      -href: "/build/contact-css.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3707 => Symfony\Component\WebLink\Link {#3707
      -href: "/build/comment-css.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
  ]
}
_route 
"article_show"
_route_params 
[
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  "slug" => "vector-databases-in-generative-ai-applications"
]
_security_firewall_run 
"_security_main"
_stopwatch_token 
"0b6ab9"
category 
"technology"
slug 
"vector-databases-in-generative-ai-applications"

Request Headers

Header Value
accept 
"*/*"
accept-encoding 
"gzip, br, zstd, deflate"
connection 
"close"
cookie 
"care_did=1e8d5f6e-39ba-41b8-abd4-9b65dcd3a48f; PHPSESSID=4gq0n4k39rop0u8b8jt9066i6r"
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, 22 Feb 2025 13:16:19 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 
"b58357"

Cookies

Request Cookies

Key Value
PHPSESSID 
"4gq0n4k39rop0u8b8jt9066i6r"
care_did 
"1e8d5f6e-39ba-41b8-abd4-9b65dcd3a48f"

Response Cookies

No response cookies

Session 6

Session Metadata

Key Value
Created 
"Sat, 22 Feb 25 13:16:17 +0000"
Last used 
"Sat, 22 Feb 25 13:16:17 +0000"
Lifetime 
0

Session Attributes

Attribute Value
_csrf/https-comment 
"reiGyuEk9NLaIDZoerucE8hUyz0G8Ud4nm4xZZq12QI"
_csrf/https-cookie_accept 
"cHZbKrJAMdfP_r_LKSj0EgBqLu4zLWq9EsclRqi4XyA"

Session Usage

6 Usages
Stateless check enabled
Usage
Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:76
Show trace 
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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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    "line" => 181
    "function" => "show"
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    "type" => "->"
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    "function" => "run"
    "class" => "Symfony\Component\Runtime\Runner\Symfony\HttpKernelRunner"
    "type" => "->"
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    "args" => [
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    ]
    "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" => "run"
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    "args" => [
      "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
    ]
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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"
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  [
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    "line" => 116
    "function" => "onKernelResponse"
    "class" => "Symfony\Component\Security\Http\Firewall\ContextListener"
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    "line" => 220
    "function" => "__invoke"
    "class" => "Symfony\Component\EventDispatcher\Debug\WrappedListener"
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    "function" => "callListeners"
    "class" => "Symfony\Component\EventDispatcher\EventDispatcher"
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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 
"care_did=1e8d5f6e-39ba-41b8-abd4-9b65dcd3a48f; PHPSESSID=4gq0n4k39rop0u8b8jt9066i6r"
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/vector-databases-in-generative-ai-applications"
REDIRECT_REDIRECT_SCRIPT_URL 
"/technology/vector-databases-in-generative-ai-applications"
REDIRECT_REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_REDIRECT_STATUS 
"200"
REDIRECT_REDIRECT_UNIQUE_ID 
"Z7nOIpDyWLT8YV1VjBpQmgAAAJg"
REDIRECT_SCRIPT_URI 
"https://rct.dev.bbntimes.com/technology/vector-databases-in-generative-ai-applications"
REDIRECT_SCRIPT_URL 
"/technology/vector-databases-in-generative-ai-applications"
REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_STATUS 
"200"
REDIRECT_UNIQUE_ID 
"Z7nOIpDyWLT8YV1VjBpQmgAAAJg"
REDIRECT_URL 
"/public/technology/vector-databases-in-generative-ai-applications"
REMOTE_ADDR 
"3.144.252.170"
REMOTE_PORT 
"20592"
REQUEST_METHOD 
"GET"
REQUEST_SCHEME 
"https"
REQUEST_TIME 
1740230178
REQUEST_TIME_FLOAT 
1740230178.788
REQUEST_URI 
"/technology/vector-databases-in-generative-ai-applications"
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/vector-databases-in-generative-ai-applications"
SCRIPT_URL 
"/technology/vector-databases-in-generative-ai-applications"
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 
"Z7nOIpDyWLT8YV1VjBpQmgAAAJg"

Sub Requests 6

CookieController :: renderAnalysis (token = 6bd05a)

Key Value
_controller 
"App\Controller\CookieController::renderAnalysis"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"3a2fe6"

AppController :: renderHeader (token = fca2a9)

Key Value
_controller 
"App\Controller\AppController::renderHeader"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"3f7f35"
slug 
"home"

ArticleController :: trendingArticle (token = 6cb841)

Key Value
_controller 
"App\Controller\ArticleController::trendingArticle"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"7a5f47"
category 
"Technology"

ArticleController :: relatedArticles (token = 2d01d2)

Key Value
_controller 
"App\Controller\ArticleController::relatedArticles"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"241029"
current_article 
App\Entity\Article {#1094
  -id: 16409
  -title: "Vector Databases in Generative AI Applications "
  -slug: "vector-databases-in-generative-ai-applications"
  -introtext: "<p>Generative AI, with its remarkable ability to craft new content such as text, images, and audio, stands at the forefront of technological innovation.</p>\r\n"
  -content: """
    \r\n
    <p>At the heart of this transformative field lies an often-overlooked segment: vector databases. These databases adeptly handle the intricate, unstructured data that fuels AI creativity, proving themselves invaluable in this field.&nbsp;</p>\r\n
    <p>The surge in attention towards vector databases is evidenced by notable financial endorsements, with the <a href="https://www.prnewswire.com/news-releases/vector-database-market-worth-4-3-billion-by-2028---exclusive-report-by-marketsandmarkets-301968683.html" target="_blank" rel="noopener">vector database market</a> expected to grow from $1.5 billion in 2023 to $4.3 billion by 2028. These investments not only signify the growing market confidence in vector databases but also underscore their pivotal role in powering the ongoing AI revolution.&nbsp;</p>\r\n
    <p>As we delve deeper into the intricacies of vector databases, let's uncover how they are shaping the future of <a href="technology/generative-ai-illuminating-the-path-to-more-intelligence-and-less-artificiality" target="_blank" rel="noopener">generative AI</a> and why they are indispensable in this era of relentless innovation.</p>\r\n
    <p><img src="/images/Understanding_Vector_Databases&nbsp;.png" alt="Understanding_Vector_Databases&nbsp;.png" width="601" height="400" /></p>\r\n
    <h2>Understanding Vector Databases&nbsp;</h2>\r\n
    <p>A <a href="https://www.datastax.com/guides/what-is-a-vector-database" target="_blank" rel="noopener">vector database</a> is a dedicated storage system crafted to effectively manage and retrieve high-dimensional vector data, frequently employed in AI and machine learning scenarios to achieve swift and precise data retrieval. Unlike traditional databases that handle structured data, vector databases excel at managing unstructured data like text and images. This constitutes the majority of new enterprise data and transforms it into numerical vectors, enabling efficient storage and retrieval.</p>\r\n
    <h2>Vector Database Function in Generative AI</h2>\r\n
    <p>In the realm of generative AI, vector databases are indispensable. They enable the processing of unstructured data, a major component of AI-generated content. Their function is not just limited to storage; vector databases also enhance the data's accessibility, ensuring that the AI models can retrieve and interpret the data with unprecedented efficiency.&nbsp;</p>\r\n
    <p>Whether it's <a href="https://www.analyticsvidhya.com/blog/2021/06/part-5-step-by-step-guide-to-master-nlp-text-vectorization-approaches/" target="_blank" rel="noopener">converting text into vectors for natural language processing</a> or managing image data for visual content creation, vector databases provide the necessary infrastructure for AI models to operate effectively.</p>\r\n
    <h2>Advantages of Using Vector Databases in AI</h2>\r\n
    <p>The use of vector databases in AI technologies offers numerous benefits. Their advanced search capabilities, enabling swift and accurate retrieval of complex data sets, are a significant advantage in an environment where data complexity is constantly increasing.&nbsp;</p>\r\n
    <p>Vector databases' scalability is another critical benefit; they adeptly handle the growing volume of data produced by AI systems, ensuring these systems remain efficient and effective. Moreover, their capability in real-time data processing is indispensable for AI applications that require immediate data analysis and action, such as those in dynamic, interactive environments.</p>\r\n
    <h2>Integrating Vector Databases with Generative AI Models&nbsp;</h2>\r\n
    <p>Integrating vector databases with generative AI models is a complex endeavor that requires a deep understanding of the AI model's requirements and the operational capabilities of the database. This integration showcases the practical applicability of vector databases across various AI domains and their ability to enhance AI functionalities, leading to more robust, responsive, and intelligent AI systems capable of handling diverse and demanding tasks.&nbsp;</p>\r\n
    <p>The intricacy of this integration process is paramount, as it directly influences the AI application's effectiveness and efficiency. Furthermore, this synergy opens up new frontiers that would enable AI systems not only to decode the world with near-perfect clarity but also to meaningfully and purposefully interact with it.</p>\r\n
    <h2>Challenges and Limitations&nbsp;of Using Vector Databases in AI</h2>\r\n
    <p>The use of vector databases into AI is not without challenges. The technical complexities of implementation and integration can be formidable, often necessitating specialized skills and resources. As AI utilization expands, ethical concerns about privacy and data usage are becoming increasingly important. These challenges underscore the necessity for careful consideration and responsible management of vector databases.&nbsp;</p>\r\n
    <p>Furthermore, the current limitations of this technology, especially in handling exceptionally large or complex data sets, indicate areas needing further innovation and development. This dynamic landscape demands a proactive approach, encouraging constant research and development efforts to refine and enhance vector database technologies. Addressing these challenges is crucial for fully harnessing the potential of vector databases in AI applications.</p>\r\n
    <h2>Future Trends and Developments of&nbsp;Vector Databases in Generative AI Applications</h2>\r\n
    <p>Vector databases are set to drive the AI domain into new frontiers in the coming years. Expect a significant increase in capability and efficiency, fueled by a continuous influx of innovations in AI technology. These imminent developments are anticipated to surpass current limitations, opening new possibilities for AI applications.&nbsp;</p>\r\n
    <p>The evolution of these databases will be characterized by an enhanced ability to process intricate and unstructured data, which is a crucial factor in empowering more sophisticated AI models in the future. This progression promises to revolutionize sectors such as predictive analytics, personalized content creation, and real-time decision-making in autonomous systems.</p>\r\n
    <p><img src="/images/Future_Trends_and_Developments_of&nbsp;Vector_Databases_in_Generative_AI_Applications.png" alt="Future_Trends_and_Developments_of&nbsp;Vector_Databases_in_Generative_AI_Applications.png" width="601" height="400" /></p>\r\n
    <h2>To Sum Up</h2>\r\n
    <p>Vector databases play an integral role in the generative AI field and the rapidly evolving technological landscape surrounding it. By adeptly managing complex, unstructured data, they not only enhance the efficiency and effectiveness of AI models but also pave the way for driving innovation within the technology space.&nbsp;</p>\r\n
    <p>Looking ahead, the continuous refinement of vector databases is set to unlock unprecedented potential in AI applications, offering new opportunities in predictive analytics, content creation, and autonomous decision-making. Embracing these developments is crucial for maintaining a leading edge in<a href="technology/generative-ai-how-llms-enhance-customer-experience-business-value" target="_blank" rel="noopener"> AI progress </a>and fully harnessing its potential.</p>
    """
  -user: Proxies\__CG__\App\Entity\User {#1092 …}
  -createdAt: DateTime @1706707660 {#1145
    date: 2024-01-31 13:27:40.0 UTC (+00:00)
  }
  -updatedAt: DateTime @1706707921 {#1150
    date: 2024-01-31 13:32:01.0 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: 1650
  -comments: Doctrine\ORM\PersistentCollection {#1125 …}
  -reviewed_at: DateTime @1706707660 {#1148
    date: 2024-01-31 13:27:40.0 UTC (+00:00)
  }
  -metakey: "Vector Databases in Generative AI Applications"
  -metadesc: "Generative AI, with its remarkable ability to craft new content such as text, images, and audio, stands at the forefront of technological innovation."
  -robots: null
  -publishedAt: DateTime @1706707660 {#1147
    date: 2024-01-31 13:27:40.0 UTC (+00:00)
  }
  -canonical: null
  -superTag: null
}

AppController :: renderFooter (token = d670de)

Key Value
_controller 
"App\Controller\AppController::renderFooter"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"7cfbd1"

CookieController :: renderCookie (token = b4f833)

Key Value
_controller 
"App\Controller\CookieController::renderCookie"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"f360e5"