GET https://rct.dev.bbntimes.com/technology/can-artificial-intelligence-machine-learning-enable-robot-empathy

Response
200 OK
IP
18.188.27.24
Profiled on
Token
4a2f03

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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"article_show"
_route_params 
[
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_security_firewall_run 
"_security_main"
_stopwatch_token 
"cc2300"
category 
"technology"
slug 
"can-artificial-intelligence-machine-learning-enable-robot-empathy"

Request Headers

Header Value
accept 
"*/*"
accept-encoding 
"gzip, br, zstd, deflate"
connection 
"close"
cookie 
"handl_url_base=https%3A%2F%2Fcomau.com%2Fpt-br%2Fwp-json%2Fwp%2Fv2%2Fpages%2F5348; PHPSESSID=7c45771f6cc7f2677475746a15f9f9b7; user_agent=Mozilla%2F5.0%20AppleWebKit%2F537.36%20%28KHTML%2C%20like%20Gecko%3B%20compatible%3B%20ClaudeBot%2F1.0%3B%20%2Bclaudebot%40anthropic.com%29; HandLtestDomainNameServer=HandLtestDomainValueServer; handl_ip=18.188.27.24; tudorwatch_lang=ja; handl_landing_page=https%3A%2F%2Fshamlatech.com%2Fwp-content%2Flitespeed%2Fcss%2Fbfe65257d9e5fc6650efcf9f6c027035.css; handl_url=https%3A%2F%2Fcomau.com%2Fpt-br%2Fwp-json%2Fwp%2Fv2%2Fpages%2F5348; PHPSESSID=lsu3v376mrnsh2n2qf5hgnq153"
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"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 08:31:12 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 
"4a2f03"

Cookies

Request Cookies

Key Value
HandLtestDomainNameServer 
"HandLtestDomainValueServer"
PHPSESSID 
"7c45771f6cc7f2677475746a15f9f9b7"
handl_ip 
"18.188.27.24"
handl_landing_page 
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handl_url 
"https://comau.com/pt-br/wp-json/wp/v2/pages/5348"
handl_url_base 
"https://comau.com/pt-br/wp-json/wp/v2/pages/5348"
tudorwatch_lang 
"ja"
user_agent 
"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"

Response Cookies

No response cookies

Session 7

Session Metadata

Key Value
Created 
"Sat, 22 Feb 25 08:31:12 +0000"
Last used 
"Sat, 22 Feb 25 08:31:12 +0000"
Lifetime 
0

Session Attributes

Attribute Value
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"pj5nLO-9ETnBIll-PJw1722iZ7uCf6PTlmnRpjSANvw"
_csrf/https-cookie_accept 
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Session Usage

7 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:69
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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Symfony\Component\Security\Core\Authentication\Token\Storage\UsageTrackingTokenStorage:41
Show trace 
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Symfony\Component\Security\Http\Firewall\ContextListener:171
Show trace 
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Key Value
APP_ENV 
"dev"
APP_SECRET 
"0a988e63f011514eaabfc650b599af4d"
CORS_ALLOW_ORIGIN 
"*"
DATABASE_URL 
"mysql://bbndb_rctuser:33F5W25z40or0f7@localhost:3306/rct_bbntimes"
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MAILER_DSN 
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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 
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HTTP_CONNECTION 
"close"
HTTP_COOKIE 
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HTTP_HOST 
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HTTP_USER_AGENT 
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SCRIPT_FILENAME 
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SCRIPT_NAME 
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UNIQUE_ID 
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CookieController :: renderAnalysis (token = f6d7a5)

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AppController :: renderHeader (token = f5cccb)

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"App\Controller\AppController::renderHeader"
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"html"
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"en"
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"79bc4e"
slug 
"home"

ArticleController :: trendingArticle (token = 88d2e1)

Key Value
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"App\Controller\ArticleController::trendingArticle"
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"html"
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"en"
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"e3f3b4"
category 
"Technology"

ArticleController :: relatedArticles (token = 65600c)

Key Value
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"App\Controller\ArticleController::relatedArticles"
_format 
"html"
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"en"
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"e77497"
current_article 
App\Entity\Article {#1094
  -id: 8702
  -title: "Can Artificial Intelligence Machine Learning Enable Robot Empathy?"
  -slug: "can-artificial-intelligence-machine-learning-enable-robot-empathy"
  -introtext: "<p class="p1"><span style="color: #000000;"><a href="science/can-artificial-intelligence-enable-machines-with-fluid-intelligence" target="_blank" rel="noopener"><span class="s1">Artificial intelligence</span></a><span class="s2"><a href="science/can-artificial-intelligence-enable-machines-with-fluid-intelligence" target="_blank" rel="noopener">&nbsp;(AI) machine learning</a> is fueling the current commercial <a href="technology/leveraging-rpa-to-transform-the-manufacturing-industry" target="_blank" rel="noopener">boom in automation</a>, and robots are becoming increasingly more sophisticated. </span></span></p>\r\n"
  -content: """
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    <p class="p1"><span style="color: #000000;"><span class="s2">In a step forward in endowing robots with human-like behavior, researchers at Columbia University showed how AI machine learning can predict a robot’s future actions by observation\u{AD}\u{AD}\u{AD}\u{AD} and published their results earlier this month in&nbsp;<span class="s1"><i>Nature Scientific Reports</i></span>.</span></span></p>\r\n
    <p class="p1"><span style="color: #000000;"><span class="s1">Empathy</span><span class="s2">, the ability to understand and relate to another person’s feelings or experiences vicariously, is a competency that is decidedly within the biological realm. Or is it? Can a machine be endowed with some semblance of this capability?</span></span></p>\r\n
    <p class="p1"><span class="s2" style="color: #000000;">This ability to mentalize, known as theory of mind, involves inferring what others are feeling and thinking. Jean Piaget (1896-1980) is a Swiss psychologist and epistemologist known for his contributions to understanding the cognitive development of children. According to Piaget, the thought-processes of children are mostly egocentric up until the age of four, when their&nbsp;<span class="s1">executive functioning</span>&nbsp;starts to improve and theory of mind emerges.</span></p>\r\n
    <p class="p1"><span class="s2" style="color: #000000;">The phrase “theory of mind” was put forth by University of Pennsylvania researchers David Premarck and Guy Woodruff when they published their study on primate&nbsp;<span class="s1">intelligence</span>&nbsp;in&nbsp;<span class="s1"><i>The Behavioral and Brain Sciences</i></span>&nbsp;in 1978.</span></p>\r\n
    <p class="p1"><span class="s2" style="color: #000000;">“An individual has a theory of mind if he imputes mental states to himself and others,” wrote Premarck and Woodruff. “A system of inferences of this kind is properly viewed as a theory because such states are not directly observable, and the system can be used to make predictions about the behavior of others.”</span></p>\r\n
    <p class="p1"><span class="s2" style="color: #000000;">Columbia University professor Hod Lipson led the study with contributions from researchers Carl Vondrick and Boyuan Chen. The team sought to test their hypothesis that a robot can model the behavior of another via observation only. What sets their research apart from other AI machine behavior modeling studies is that their design would not depend on providing prior input assumptions or symbolic information.</span></p>\r\n
    <p class="p1"><span class="s2" style="color: #000000;">The researchers created an actor robot enabled to do pre-programmed behaviors and an AI observer to perform image predictions using deep learning architecture.</span></p>\r\n
    <p class="p1"><span class="s2" style="color: #000000;">“Our goal is to see if the observer can predict the long-term outcome of the actor’s behavior, rather than simply the next frame in a video sequence, as do many frame-to-frame predictors,” the researchers wrote.</span></p>\r\n
    <p class="p1"><span class="s2" style="color: #000000;">The <a href="technology/exploring-the-3-types-of-artificial-neural-networks" target="_blank" rel="noopener">deep&nbsp;<span class="s1">neural</span>&nbsp;network</a> has an encoder network where a batch normalization layer and a ReLU non-linear activation function follow each convolutional layer. The decoder network is multi-scale, designed to transform rough feature representations to a higher resolution. The network is optimized using a Mean Square Error loss. Overall, there are 609,984 neurons, 570,000 parameters, and 12 fully convolutional layers in the image prediction network.</span></p>\r\n
    <p class="p1"><span class="s2" style="color: #000000;">The AI observer “sees” raw camera images from an overhead camera that records the actor robot in a pen. The AI observer is not provided any accompanying information with the raw images such as motor commands, segmentation, trajectory coordinates, nor data labeling. The AI observer’s output consists of a single image of what it predicts will be the results of the actor robot’s actions, thus, it is a visual representation of its observations.</span></p>\r\n
    <p class="p1"><span class="s2" style="color: #000000;">The AI observer was only shown limited amounts of images. According to the researchers, the AI observer performance was similar to predicting how a movie will end based solely on viewing the opening scene.</span></p>\r\n
    <p class="p1"><span class="s2" style="color: #000000;">“Our observer AI achieves a 98.5% success rate on average across all four types of behaviors of the actor robot,” reported the researchers.</span></p>\r\n
    <p class="p1"><span class="s2" style="color: #000000;">“The ability of a machine to predict actions and plans of other agents without explicit symbolic reasoning, language, or background knowledge, may shed light on the origins of social intelligence, as well as pave a path towards more socially adept machines.”<br /><br /></span></p>\r\n
    <p class="p1"><span class="s2" style="color: #000000;"><i>Copyright © 2021 Cami Rosso All rights reserved.</i></span></p>\r\n
    <p class="p1"><em><span class="s1" style="color: #000000;">A version of this article first appeared on Psychology Today.</span></em></p>
    """
  -user: Proxies\__CG__\App\Entity\User {#1092 …}
  -createdAt: DateTime @1622574976 {#1145
    date: 2021-06-01 19:16:16.0 UTC (+00:00)
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  -updatedAt: DateTime @1623445614 {#1150
    date: 2021-06-11 21:06:54.0 UTC (+00:00)
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    date: 2021-06-01 19:16:16.0 UTC (+00:00)
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  -metadesc: "Artificial intelligence\u{A0}(AI) machine learning is fueling the current commercial boom in automation, and robots are becoming increasingly more sophisticated."
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}

AppController :: renderFooter (token = ffd950)

Key Value
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"App\Controller\AppController::renderFooter"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"113853"

CookieController :: renderCookie (token = 2f9063)

Key Value
_controller 
"App\Controller\CookieController::renderCookie"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"7a4ff0"