GET https://rct.dev.bbntimes.com/technology/electricity-grids-strain-under-growing-ai-energy-demands

Response
200 OK
IP
216.73.216.240
Profiled on
Token
97106c

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 {#3600
  -links: [
    3721 => Symfony\Component\WebLink\Link {#3721
      -href: "/build/runtime.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3719 => Symfony\Component\WebLink\Link {#3719
      -href: "/build/644.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3718 => Symfony\Component\WebLink\Link {#3718
      -href: "/build/502.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3717 => Symfony\Component\WebLink\Link {#3717
      -href: "/build/app.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3716 => Symfony\Component\WebLink\Link {#3716
      -href: "/build/view-more.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3715 => Symfony\Component\WebLink\Link {#3715
      -href: "/build/term-condition.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3714 => Symfony\Component\WebLink\Link {#3714
      -href: "/build/contact.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3713 => Symfony\Component\WebLink\Link {#3713
      -href: "/build/scroll-infinite-article.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3712 => Symfony\Component\WebLink\Link {#3712
      -href: "/build/app.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3711 => Symfony\Component\WebLink\Link {#3711
      -href: "/build/cookie-style.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3710 => Symfony\Component\WebLink\Link {#3710
      -href: "/build/term-condition-css.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3709 => Symfony\Component\WebLink\Link {#3709
      -href: "/build/contact-css.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3708 => Symfony\Component\WebLink\Link {#3708
      -href: "/build/comment-css.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
  ]
}
_route 
"article_show"
_route_params 
[
  "category" => "technology"
  "slug" => "electricity-grids-strain-under-growing-ai-energy-demands"
]
_security_firewall_run 
"_security_main"
_stopwatch_token 
"10c957"
category 
"technology"
slug 
"electricity-grids-strain-under-growing-ai-energy-demands"

Request Headers

Header Value
accept 
"*/*"
accept-encoding 
"gzip, br, zstd, deflate"
connection 
"close"
cookie 
"PHPSESSID=1bei6k1lg75ufojcregreb6gva"
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 18:09:14 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 
"97106c"

Cookies

Request Cookies

Key Value
PHPSESSID 
"1bei6k1lg75ufojcregreb6gva"

Response Cookies

No response cookies

Session 6

Session Metadata

Key Value
Created 
"Sat, 21 Jun 25 18:08:36 +0000"
Last used 
"Sat, 21 Jun 25 18:09:13 +0000"
Lifetime 
0

Session Attributes

Attribute Value
_csrf/https-comment 
"7FBhsOIM3gnLsMW1nilQchdGyV7m8BVY9PIUdmbrmtw"
_csrf/https-cookie_accept 
"4xvnhcAMsHk5JZWdQCliiOSXbI_SnV46hUka1SDn4ZE"

Session Usage

6 Usages
Stateless check enabled
Usage
Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:76
Show trace 
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    "function" => "require_once"
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]
Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:79
Show trace 
[
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/security-csrf/TokenStorage/SessionTokenStorage.php"
    "line" => 79
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:52
Show trace 
[
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/security-csrf/TokenStorage/SessionTokenStorage.php"
    "line" => 52
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:56
Show trace 
[
  [
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    "function" => "handleRaw"
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    "line" => 197
    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
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  [
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    "line" => 35
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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"
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      "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
    ]
    "function" => "require_once"
  ]
]
Symfony\Component\Security\Core\Authentication\Token\Storage\UsageTrackingTokenStorage:41
Show trace 
[
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/security-core/Authentication/Token/Storage/UsageTrackingTokenStorage.php"
    "line" => 41
    "function" => "getMetadataBag"
    "class" => "Symfony\Component\HttpFoundation\Session\Session"
    "type" => "->"
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/twig-bridge/AppVariable.php"
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    "function" => "getToken"
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    "function" => "display"
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/twig/twig/src/TemplateWrapper.php"
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    "function" => "render"
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    "line" => 453
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    "function" => "doRender"
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  [
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    "function" => "show"
    "class" => "App\Controller\ArticleController"
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    "function" => "handleRaw"
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    "type" => "->"
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  [
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    "function" => "handle"
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  [
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    "function" => "handle"
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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"
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]
Symfony\Component\Security\Http\Firewall\ContextListener:171
Show trace 
[
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/security-http/Firewall/ContextListener.php"
    "line" => 171
    "function" => "remove"
    "class" => "Symfony\Component\HttpFoundation\Session\Session"
    "type" => "->"
  ]
  [
    "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" => "->"
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  [
    "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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    "function" => "handleRaw"
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]

Flashes

Flashes

No flash messages were created.

Server Parameters

Server Parameters

Defined in .env

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

Defined as regular env variables

Key Value
APP_DEBUG 
"1"
BASE 
"/public"
CONTEXT_DOCUMENT_ROOT 
"/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com"
CONTEXT_PREFIX 
""
DOCUMENT_ROOT 
"/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com"
FCGI_ROLE 
"RESPONDER"
GATEWAY_INTERFACE 
"CGI/1.1"
HTTPS 
"on"
HTTP_ACCEPT 
"*/*"
HTTP_ACCEPT_ENCODING 
"gzip, br, zstd, deflate"
HTTP_CONNECTION 
"close"
HTTP_COOKIE 
"PHPSESSID=1bei6k1lg75ufojcregreb6gva"
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/electricity-grids-strain-under-growing-ai-energy-demands"
REDIRECT_REDIRECT_SCRIPT_URL 
"/technology/electricity-grids-strain-under-growing-ai-energy-demands"
REDIRECT_REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_REDIRECT_STATUS 
"200"
REDIRECT_REDIRECT_UNIQUE_ID 
"aFb1Sk1Q9WuCpLFlLaujEwAAAEo"
REDIRECT_SCRIPT_URI 
"https://rct.dev.bbntimes.com/technology/electricity-grids-strain-under-growing-ai-energy-demands"
REDIRECT_SCRIPT_URL 
"/technology/electricity-grids-strain-under-growing-ai-energy-demands"
REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_STATUS 
"200"
REDIRECT_UNIQUE_ID 
"aFb1Sk1Q9WuCpLFlLaujEwAAAEo"
REDIRECT_URL 
"/public/technology/electricity-grids-strain-under-growing-ai-energy-demands"
REMOTE_ADDR 
"216.73.216.240"
REMOTE_PORT 
"17621"
REQUEST_METHOD 
"GET"
REQUEST_SCHEME 
"https"
REQUEST_TIME 
1750529354
REQUEST_TIME_FLOAT 
1750529354.134
REQUEST_URI 
"/technology/electricity-grids-strain-under-growing-ai-energy-demands"
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/electricity-grids-strain-under-growing-ai-energy-demands"
SCRIPT_URL 
"/technology/electricity-grids-strain-under-growing-ai-energy-demands"
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 
"aFb1Sk1Q9WuCpLFlLaujEwAAAEo"

Sub Requests 6

CookieController :: renderAnalysis (token = c33fb2)

Key Value
_controller 
"App\Controller\CookieController::renderAnalysis"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"f107d6"

AppController :: renderHeader (token = 5a497f)

Key Value
_controller 
"App\Controller\AppController::renderHeader"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"052895"
slug 
"home"

ArticleController :: trendingArticle (token = 1e7630)

Key Value
_controller 
"App\Controller\ArticleController::trendingArticle"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"9b7e6b"
category 
"Technology"

ArticleController :: relatedArticles (token = 14561c)

Key Value
_controller 
"App\Controller\ArticleController::relatedArticles"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"ff5044"
current_article 
App\Entity\Article {#1094
  -id: 17480
  -title: "Electricity Grids Strain Under Growing AI Energy Demands"
  -slug: "electricity-grids-strain-under-growing-ai-energy-demands"
  -introtext: "<p>The rapid expansion of generative AI technology is putting immense pressure on global electricity grids.</p>\r\n"
  -content: """
    \r\n
    <p><a href="https://huggingface.co/sasha" target="_blank" rel="noopener">Sasha Luccioni from Hugging Face</a>, a machine-learning company, highlights that generative AI systems are notably energy-intensive. "Every time you query the model, the whole thing gets activated, so it’s wildly inefficient from a computational perspective," she explains. These systems, particularly Large Language Models (LLMs), which generate content from scratch, demand significant computational effort.</p>\r\n
    <p>A recent study by Luccioni and her colleagues indicates that generative AI systems consume about 33 times more energy than machines running task-specific software. Though this study is still awaiting publication, it emphasizes the substantial energy demands of these technologies.</p>\r\n
    <h2>The Invisible Energy Cost</h2>\r\n
    <p>While the personal computers and smartphones used to interact with AI models are not the primary energy consumers, the real burden falls on vast data centers worldwide. These centers, often unseen by the public, handle immense volumes of data and computational tasks. In 2022, global data centers consumed 460 terawatt hours (TWh) of electricity. <a href="https://www.iea.org/" target="_blank" rel="noopener">The International Energy Agency </a>(IEA) projects this figure will double to 1,000 TWh by 2026, equivalent to Japan's total electricity consumption.</p>\r\n
    <p>Data centers are critical for storing and processing vast amounts of data, supporting not only AI but also cryptocurrency and other digital services. Some regions are feeling the strain more acutely. In Dublin, a moratorium on new data center construction reflects the significant energy consumption of these facilities, which currently use nearly 20% of Ireland’s electricity. Meanwhile, Irish households are reducing their energy usage.</p>\r\n
    <h2>Rising Demand and Infrastructure Strain</h2>\r\n
    <p>In the UK, National Grid has forecasted a<a href="https://www.bbc.co.uk/news/articles/cj5ll89dy2mo" target="_blank" rel="noopener"> six-fold increase</a> in data center electricity demand over the next decade, driven primarily by AI advancements. However, the overall energy required for electrifying transport and heating is expected to be even higher. Utilities firms in the US are also facing increased pressure from data center demands, coinciding with a resurgence in domestic manufacturing spurred by government policies.</p>\r\n
    <p><a href="https://www.woodmac.com/profiles/people-profiles/chris-seiple/" target="_blank" rel="noopener">Chris Seiple from Wood Mackenzie</a> notes that this simultaneous demand surge is prompting some states to reconsider tax incentives for data center developers due to the substantial strain on local energy infrastructure. Seiple describes a “land grab” for data center locations near power stations or renewable energy hubs, with Iowa emerging as a hotspot due to its abundant wind energy.</p>\r\n
    <h2>Technological Advances and Future Prospects</h2>\r\n
    <p>Despite the rising energy demands, advancements in AI hardware are ongoing. Tony Grayson, General Manager at Compass Quantum, points to Nvidia's new Grace Blackwell supercomputer chips designed for high-end processes, including generative AI and quantum computing. Nvidia claims these chips can significantly reduce the energy required for AI training. For example, training large AI models using 8,000 of the previous generation Nvidia chips would require a 15-megawatt power supply. However, using 2,000 Grace Blackwell chips would only need a four-megawatt supply, resulting in substantial energy savings.</p>\r\n
    <p>Nonetheless, these advancements still involve considerable energy use. Training large AI systems with the new chips would consume about 8.6 gigawatt hours (GWh) of electricity, equivalent to the weekly consumption of the entire city of Belfast. Grayson acknowledges the efficiency improvements but emphasizes that data center operators will continue to seek locations with cheap power sources.</p>\r\n
    <h2>Broader Implications</h2>\r\n
    <p>Dr. Luccioni also underscores the significant energy and resources required to manufacture advanced computer chips. As the AI hardware evolves, the industry must address both operational energy consumption and the environmental impact of hardware production.</p>\r\n
    <p>In summary, while <a href="/technology/generative-ai-how-llms-enhance-customer-experience-business-value" target="_blank" rel="noopener">generative AI</a> holds transformative potential, its development comes with substantial energy costs that strain electricity grids and prompt reevaluation of energy policies. <a href="/technology/the-future-of-ai-unveiling-the-next-frontier-of-technological-advancement" target="_blank" rel="noopener">As AI technology advances</a>, balancing innovation with sustainability will be crucial to managing its impact on global energy infrastructure.</p>
    """
  -user: Proxies\__CG__\App\Entity\User {#1092 …}
  -createdAt: DateTime @1717348011 {#1145
    date: 2024-06-02 17:06:51.0 UTC (+00:00)
  }
  -updatedAt: DateTime @1717348268 {#1150
    date: 2024-06-02 17:11:08.0 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: 2065
  -comments: Doctrine\ORM\PersistentCollection {#1125 …}
  -reviewed_at: DateTime @1717348011 {#1148
    date: 2024-06-02 17:06:51.0 UTC (+00:00)
  }
  -metakey: "Electricity Grids Strain Under Growing AI Energy Demands"
  -metadesc: "The rapid expansion of generative AI technology is putting immense pressure on global electricity grids."
  -robots: null
  -publishedAt: DateTime @1717348011 {#1147
    date: 2024-06-02 17:06:51.0 UTC (+00:00)
  }
  -canonical: null
  -superTag: null
}

AppController :: renderFooter (token = d607bb)

Key Value
_controller 
"App\Controller\AppController::renderFooter"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"c6b0b6"

CookieController :: renderCookie (token = 72305b)

Key Value
_controller 
"App\Controller\CookieController::renderCookie"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"dc1cf9"