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Response
200 OK
IP
18.218.117.172
Profiled on
Token
9e26ba

ArticleController :: show

Request

GET Parameters

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POST Parameters

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Uploaded Files

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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 
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link 
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Key Value
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Response Cookies

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Session 6

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Key Value
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Last used 
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Lifetime 
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Stateless check enabled
Usage
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:79
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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" => "handleRaw"
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    "line" => 197
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    "class" => "Symfony\Component\HttpKernel\HttpKernel"
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    "function" => "handle"
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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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      "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
    ]
    "function" => "require_once"
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]
Symfony\Component\Security\Core\Authentication\Token\Storage\UsageTrackingTokenStorage:41
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" => "handleRaw"
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    "function" => "run"
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    ]
    "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"
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  [
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    "function" => "onKernelResponse"
    "class" => "Symfony\Component\Security\Http\Firewall\ContextListener"
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    "function" => "__invoke"
    "class" => "Symfony\Component\EventDispatcher\Debug\WrappedListener"
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    "function" => "callListeners"
    "class" => "Symfony\Component\EventDispatcher\EventDispatcher"
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    "function" => "dispatch"
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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=43e686d0-17c3-43e1-bc1c-862e1a05023a; PHPSESSID=91fh34p8kjprhfegp3m8ri2iuk"
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/the-key-to-ai-deployment-optimization-through-infrastructure"
REDIRECT_REDIRECT_SCRIPT_URL 
"/science/the-key-to-ai-deployment-optimization-through-infrastructure"
REDIRECT_REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_REDIRECT_STATUS 
"200"
REDIRECT_REDIRECT_UNIQUE_ID 
"Z7nN4LiBoyj8JZ8-HGx-zAAAABM"
REDIRECT_SCRIPT_URI 
"https://rct.dev.bbntimes.com/science/the-key-to-ai-deployment-optimization-through-infrastructure"
REDIRECT_SCRIPT_URL 
"/science/the-key-to-ai-deployment-optimization-through-infrastructure"
REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_STATUS 
"200"
REDIRECT_UNIQUE_ID 
"Z7nN4LiBoyj8JZ8-HGx-zAAAABM"
REDIRECT_URL 
"/public/science/the-key-to-ai-deployment-optimization-through-infrastructure"
REMOTE_ADDR 
"18.218.117.172"
REMOTE_PORT 
"29458"
REQUEST_METHOD 
"GET"
REQUEST_SCHEME 
"https"
REQUEST_TIME 
1740230112
REQUEST_TIME_FLOAT 
1740230112.3953
REQUEST_URI 
"/science/the-key-to-ai-deployment-optimization-through-infrastructure"
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/the-key-to-ai-deployment-optimization-through-infrastructure"
SCRIPT_URL 
"/science/the-key-to-ai-deployment-optimization-through-infrastructure"
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 
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Sub Requests 6

CookieController :: renderAnalysis (token = 3f3bbd)

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AppController :: renderHeader (token = 20d129)

Key Value
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"App\Controller\AppController::renderHeader"
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ArticleController :: trendingArticle (token = 14325d)

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ArticleController :: relatedArticles (token = a1469b)

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App\Entity\Article {#1094
  -id: 17467
  -title: "The Key to AI Deployment: Optimization through Infrastructure"
  -slug: "the-key-to-ai-deployment-optimization-through-infrastructure"
  -introtext: "<p id="ember53" class="ember-view reader-content-blocks__paragraph">While Star Wars became a household name during the 1980s, Intel remained a best kept secret.</p>\r\n"
  -content: """
    \r\n
    <p id="ember53" class="ember-view reader-content-blocks__paragraph">That changed in the following decade when the company was the first to do “ingredient branding” – where one component of a product is the marketing star. The Intel Inside™ campaign created awareness as well as subsidies for OEMs lining up to display the iconic Intel oval swoosh on their computers. If you’re of age to remember, you probably still can sing the jingle: Doooo da-da-da-DAH.<span class="white-space-pre"> </span></p>\r\n
    <p id="ember54" class="ember-view reader-content-blocks__paragraph">Historically speaking,<span class="white-space-pre"> </span><a class="app-aware-link " href="https://www.linkedin.com/company/intel-corporation/" target="_blank" rel="noopener" data-test-app-aware-link>Intel Corporation</a><span class="white-space-pre"> </span>has not been considered a strategic discussion point for chief information officers (CIOs) or chief technology officers (CTOs). Once again, however, Intel is changing the narrative. Through<span class="white-space-pre"> </span><a class="app-aware-link " href="https://www2.deloitte.com/us/en/pages/consulting/solutions/intel.html" target="_self" data-test-app-aware-link>Intel’s alliance with Deloitte,</a><span class="white-space-pre"> </span>the focus is on optimizing AI workloads and performance using Intel’s hardware as Deloitte puts infrastructure in the spotlight.<span class="white-space-pre"> </span></p>\r\n
    <h2 id="ember56" class="ember-view reader-content-blocks__paragraph"><strong>Infrastructure as a Paradigm Shift<span class="white-space-pre"> </span></strong></h2>\r\n
    <p id="ember57" class="ember-view reader-content-blocks__paragraph">The Era of Generative AI (GenAI) – not even two years old as of this writing – is quickly gaining traction.<span class="white-space-pre"> </span><a class="app-aware-link " href="https://www.tvtechnology.com/news/idc-genai-solutions-market-to-hit-dollar143b-in-2027" target="_self" data-test-app-aware-link>International Data Corporation (IDC) predicts investment in GenAI to reach $143B by 2027</a>, up from $16B in 2023. With AI comes a paradigm shift reframing infrastructure as a strategic decision with 3 essential U’s: central processing unit (CPU), graphics processing unit (GPU) and microprocessor unit (MPU). Why? We live in a more connected world so as AI and the internet of things (IoT) converge, massive amounts of data demand more memory, more energy and more compute power. With each generation of Intel Xeon, for example, CPUs are becoming more efficient. This trend is a must-have for AI deployment.</p>\r\n
    <p id="ember58" class="ember-view reader-content-blocks__paragraph">According to<span class="white-space-pre"> </span><a class="app-aware-link " href="https://www2.deloitte.com/content/dam/Deloitte/us/Documents/consulting/us-state-of-gen-ai-report-q2.pdf" target="_self" data-test-app-aware-link>Deloitte’s “Now Decides Next: Getting Real About Generative AI,”</a><span class="white-space-pre"> </span>the second in a series of quarterly global reports on how businesses are approaching GenAI, many respondents are moving past “experimentation, pilots and proofs of concept” to scaling deployments with 60% reporting they are “effectively balancing rapid implementation with risk management.”<span class="white-space-pre"> </span></p>\r\n
    <p id="ember59" class="ember-view reader-content-blocks__paragraph">The report cites four top priorities for organizations: value creation, scaling up (expanding a <a href="/technology/generative-ai-a-game-changer-for-gender-equality-in-tech" target="_blank" rel="noopener">GenAI</a>’s user base), trust and evolving the workforce. In particular, scaling up and trust are the twin pillars that will support the widespread adoption of GenAI.<span class="white-space-pre"> </span></p>\r\n
    <p id="ember60" class="ember-view reader-content-blocks__paragraph">If you’ve ever studied piano, you know practicing scales impacts results. While subtle, Deloitte’s report reveals something similar. “Expert” organizations in GenAI are future-forward thinking, meaning they are diligently preparing for the future, building their agility muscle and leveraging GenAI to architect future growth opportunities. They are comfortable not having all the answers. For them, it’s about progress, not perfection.<span class="white-space-pre"> </span></p>\r\n
    <ul>\r\n
    <li>\r\n
    <p>Of the 45% of organizations planning to reinvest savings from GenAI into innovation, those with “very high” GenAI expertise are driving innovation (51%) with an emphasis on new products and services rather than reinvesting savings in improving operations.</p>\r\n
    </li>\r\n
    <li>\r\n
    <p>Organizations with very “high” GenAI expertise are deploying more rapidly – 73% versus 40% of those with “some” level of expertise.</p>\r\n
    </li>\r\n
    <li>\r\n
    <p><span class="white-space-pre"> </span>Those with a “high” expertise invest in cloud, and use code generators and open-source LLMs more than those with “some” level of expertise.</p>\r\n
    </li>\r\n
    </ul>\r\n
    <p id="ember62" class="ember-view reader-content-blocks__paragraph">The challenge, however, remains the same for organizations with or without a high level of expertise: which infrastructure, hardware and software do you choose? What model size and data type? Who gets AI PCs across the organization? What’s our security posture? What do I use for cloud computing, edge and data management?</p>\r\n
    <p id="ember63" class="ember-view reader-content-blocks__paragraph">Wouldn’t it be nice if someone could just hand you a playbook with all the answers? Deloitte and Intel did exactly that.<span class="white-space-pre"> </span></p>\r\n
    <h2 id="ember65" class="ember-view reader-content-blocks__paragraph"><strong>Simplifying the Question: Which Infrastructure Components?</strong></h2>\r\n
    <p id="ember66" class="ember-view reader-content-blocks__paragraph"><a class="app-aware-link " href="https://www.linkedin.com/company/deloitte/" target="_blank" rel="noopener" data-test-app-aware-link>Deloitte</a><span class="white-space-pre"> </span>and<span class="white-space-pre"> </span><a class="app-aware-link " href="https://www.linkedin.com/company/intel-corporation/" target="_blank" rel="noopener" data-test-app-aware-link>Intel Corporation</a><span class="white-space-pre"> </span>have developed a fit-for-purpose hardware and software framework and methodology to optimize AI workloads. Since consulting is in my DNA, I know simplifying parameters and prioritizing expectations by tech user gets you closer to solutions based on software requirements. It takes the headache away from making those decisions. Just a few of the parameters they address include model size, data type, frequency, latency and token size.<span class="white-space-pre"> </span></p>\r\n
    <p id="ember67" class="ember-view reader-content-blocks__paragraph">I wish I’d had such a framework six years ago when I first deployed AI for a client. Selecting the right data set, training the model and making the myriad of choices was challenging. Challenging, perhaps, is too convenient a word. Better adjectives might be tedious, frustrating and complex. Fast forward to 2021. Practically overnight, ChatGPT gave everyone access to GenAI without having to be a data scientist or coder.<span class="white-space-pre"> </span></p>\r\n
    <p id="ember68" class="ember-view reader-content-blocks__paragraph">No one person or company possesses all requisite capabilities to architect AI. The journey demands a collaborative ecosystem where diverse talents and resources converge.&nbsp; This is why, in the Era of On Demand, Intel is more relevant today than ever before. Enterprises crave more than mere efficiency; they seek performance, energy and cost efficiency at scale.<span class="white-space-pre"> </span></p>\r\n
    <p id="ember69" class="ember-view reader-content-blocks__paragraph">What’s inside a computer has become a strategic and environmental decision for top executives. The new Intel processor rises to the occasion.</p>\r\n
    <h2 id="ember71" class="ember-view reader-content-blocks__paragraph"><strong>Unveiling the Potential of AI Infrastructure</strong></h2>\r\n
    <p id="ember72" class="ember-view reader-content-blocks__paragraph">My new Microsoft AI PC with Intel Core™ Ultra processor is 13 inches, the same size as my Mac, but is different in every other way. Battery life is 19 hours which means that I don’t sweat if I leave my power cord behind. A touch screen allows me to whiteboard ideas and get to files faster. Microsoft’s Copilot, called an “AI Companion,” assists me with tasks like note taking during meetings and email organization. The AI camera elevates my conference call experience.</p>\r\n
    <p id="ember73" class="ember-view reader-content-blocks__paragraph">Yet, the full AI experience would be impossible without what’s inside the laptop: Intel’s processor. The efficiencies from Intel’s new chip and its space and energy savings allows us to do so much more with less.<span class="white-space-pre"> </span></p>\r\n
    <p id="ember74" class="ember-view reader-content-blocks__paragraph">In an<span class="white-space-pre"> </span><a class="app-aware-link " href="https://www.youtube.com/watch?v=BFlgjRieuWo" target="_self" data-test-app-aware-link>interview on my show CXO Spice with Shakir Rizvi,</a><span class="white-space-pre"> </span>senior manager business strategy and Intel alliance leader at Deloitte, we explore AI optimization. His passion for emerging technologies is unmistakable. The time is now. He points out 94% of participants in Deloitte’s report state that AI is critical to their success in the next five years.<span class="white-space-pre"> </span></p>\r\n
    <p id="ember75" class="ember-view reader-content-blocks__paragraph">While attending Intel Vision 2024 early April in Phoenix, Intel CEO Pat Gelsinger said, “Intel will unleash the power of our data, accelerate our productivity, enable our workforce, vastly improve the ROI of our technology investment, all while making it sustainable and secure.” This was before he danced onstage while holding the latest chip. It was a historic moment. We knew, each of us, that we were witnessing something big.<span class="white-space-pre"> </span></p>\r\n
    <p id="ember76" class="ember-view reader-content-blocks__paragraph">Pat was a dozen years into his first career at Intel when the Intel Inside campaign launched. He rejoined the company as CEO in 2021, picking up where the familiar da-da-da-DAH tune left off. Today, Intel and Deloitte are writing a new score where infrastructure once again takes the stage.<span class="white-space-pre"> </span></p>\r\n
    <p id="ember77" class="ember-view reader-content-blocks__paragraph">As we embrace the era where infrastructure becomes the linchpin of <a href="/technology/intel-and-accenture-s-vision-for-secure-and-sustainable-ai-innovation" target="_blank" rel="noopener">AI innovation</a>, the journey forward promises not just efficiency, but unprecedented possibilities for growth, productivity, and sustainability. With infrastructure as the cornerstone, the path to realizing AI's transformative power is clearer than ever before.</p>
    """
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AppController :: renderFooter (token = a82cab)

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CookieController :: renderCookie (token = 8af60d)

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