{"id":24310,"date":"2026-03-25T02:16:23","date_gmt":"2026-03-24T17:16:23","guid":{"rendered":"https:\/\/aireviewirush.com\/?p=24310"},"modified":"2026-03-25T02:16:24","modified_gmt":"2026-03-24T17:16:24","slug":"robots-can-see-however-they-nonetheless-cannot-really-feel","status":"publish","type":"post","link":"https:\/\/aireviewirush.com\/?p=24310","title":{"rendered":"Robots can see. However they nonetheless cannot really feel."},"content":{"rendered":"<p> <br \/>\n<\/p>\n<div id=\"content-area\">\n<p>        <span id=\"hs_cos_wrapper_post_body\" class=\"hs_cos_wrapper hs_cos_wrapper_meta_field hs_cos_wrapper_type_rich_text\" style=\"\" data-hs-cos-general-type=\"meta_field\" data-hs-cos-type=\"rich_text\"><\/p>\n<p><span>Synthetic intelligence has dramatically improved how robots <\/span><strong><span>understand the world<\/span><\/strong><span>.<\/span><\/p>\n<p><span>Laptop imaginative and prescient permits robots to detect objects, acknowledge patterns, and navigate complicated environments. Cameras assist robots determine elements on a conveyor, find packages in a bin, and keep away from obstacles in warehouses.<\/span><\/p>\n<p><span>However when a robotic must <\/span><strong><span>choose up an object<\/span><\/strong><span>, imaginative and prescient alone just isn&#8217;t sufficient.<\/span><\/p>\n<p><span>To govern objects reliably, robots want one thing people depend on consistently: <\/span><strong><span>contact<\/span><\/strong><span>.<\/span><\/p>\n<p><span>That is the place <\/span><strong><span>tactile sensing<\/span><\/strong><span> turns into important.<\/span><\/p>\n<p><!--more--><\/p>\n<p><span>Most robotic techniques at present rely closely on cameras.<\/span><\/p>\n<p><span>Imaginative and prescient works effectively for:<\/span><\/p>\n<ul>\n<li><span>object detection<\/span><\/li>\n<li><span>pose estimation<\/span><\/li>\n<li><span>navigation<\/span><\/li>\n<li><span>scene understanding<\/span><\/li>\n<\/ul>\n<p><span>However cameras can&#8217;t measure <\/span><strong><span>bodily interplay<\/span><\/strong><span>.<\/span><\/p>\n<p><span>When a robotic grips an object, many important variables seem that cameras can&#8217;t observe straight:<\/span><\/p>\n<ul>\n<li><span>contact power<\/span><\/li>\n<li><span>strain distribution<\/span><\/li>\n<li><span>friction<\/span><\/li>\n<li><span>slip<\/span><\/li>\n<li><span>compliance of supplies<\/span><\/li>\n<\/ul>\n<p><span>For instance, think about selecting up a moist glass, a smooth fabric, or a inflexible metallic part.<\/span><\/p>\n<p><span>Every requires a special grasp technique. People routinely alter grip energy based mostly on what we really feel. Robots that rely solely on imaginative and prescient should <\/span><strong><span>infer these properties not directly<\/span><\/strong><span>, which is way tougher.<\/span><\/p>\n<p><span>This limitation explains why manipulation stays one of many greatest challenges in robotics.<\/span><\/p>\n<p><span>Human fingers comprise a number of sorts of <\/span><strong><span>mechanoreceptors<\/span><\/strong><span> that detect completely different points of contact.<\/span><\/p>\n<p><span>These receptors permit us to understand:<\/span><\/p>\n<ul>\n<li><span>sustained strain<\/span><\/li>\n<li><span>vibration<\/span><\/li>\n<li><span>pores and skin deformation<\/span><\/li>\n<li><span>texture<\/span><\/li>\n<li><span>temperature<\/span><\/li>\n<\/ul>\n<p><span>Collectively, these indicators assist us carry out dexterous duties equivalent to:<\/span><\/p>\n<ul>\n<li><span>tightening our grip when an object begins to slide<\/span><\/li>\n<li><span>adjusting finger place throughout manipulation<\/span><\/li>\n<li><span>recognizing objects with out trying<\/span><\/li>\n<\/ul>\n<p><span>Robotic techniques want comparable capabilities to attain dependable manipulation.<\/span><\/p>\n<p><span>Tactile sensing offers robots the flexibility to <\/span><strong><span>understand contact dynamics<\/span><\/strong><span>, which is crucial for interacting with the bodily world.<\/span><\/p>\n<p>\u00a0<\/p>\n<p><span><img decoding=\"async\" src=\"https:\/\/blog.robotiq.com\/hs-fs\/hubfs\/Screenshot%202026-01-21%20at%207.28.20%20PM.png?width=506&amp;height=284&amp;name=Screenshot%202026-01-21%20at%207.28.20%20PM.png\" width=\"506\" height=\"284\" loading=\"lazy\" alt=\"Screenshot 2026-01-21 at 7.28.20 PM\" style=\"height: auto; max-width: 100%; width: 506px; margin-left: auto; margin-right: auto; display: block;\" srcset=\"https:\/\/blog.robotiq.com\/hs-fs\/hubfs\/Screenshot%202026-01-21%20at%207.28.20%20PM.png?width=253&amp;height=142&amp;name=Screenshot%202026-01-21%20at%207.28.20%20PM.png 253w, https:\/\/blog.robotiq.com\/hs-fs\/hubfs\/Screenshot%202026-01-21%20at%207.28.20%20PM.png?width=506&amp;height=284&amp;name=Screenshot%202026-01-21%20at%207.28.20%20PM.png 506w, https:\/\/blog.robotiq.com\/hs-fs\/hubfs\/Screenshot%202026-01-21%20at%207.28.20%20PM.png?width=759&amp;height=426&amp;name=Screenshot%202026-01-21%20at%207.28.20%20PM.png 759w, https:\/\/blog.robotiq.com\/hs-fs\/hubfs\/Screenshot%202026-01-21%20at%207.28.20%20PM.png?width=1012&amp;height=568&amp;name=Screenshot%202026-01-21%20at%207.28.20%20PM.png 1012w, https:\/\/blog.robotiq.com\/hs-fs\/hubfs\/Screenshot%202026-01-21%20at%207.28.20%20PM.png?width=1265&amp;height=710&amp;name=Screenshot%202026-01-21%20at%207.28.20%20PM.png 1265w, https:\/\/blog.robotiq.com\/hs-fs\/hubfs\/Screenshot%202026-01-21%20at%207.28.20%20PM.png?width=1518&amp;height=852&amp;name=Screenshot%202026-01-21%20at%207.28.20%20PM.png 1518w\" sizes=\"auto, (max-width: 506px) 100vw, 506px\"\/><\/span><\/p>\n<p><span>Trendy tactile sensing techniques can seize a number of sorts of data throughout a grasp.<\/span><\/p>\n<p><span>Key sensing modalities embody:<\/span><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_53 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title \" >Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\" role=\"button\"><label for=\"item-69ebdc7faa756\" ><span class=\"\"><span style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/label><input aria-label=\"Toggle\" aria-label=\"item-69ebdc7faa756\"  type=\"checkbox\" id=\"item-69ebdc7faa756\"><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><ul class='ez-toc-list-level-3'><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/aireviewirush.com\/?p=24310\/#Stress\" title=\"Stress\">Stress<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/aireviewirush.com\/?p=24310\/#Vibration\" title=\"Vibration\">Vibration<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/aireviewirush.com\/?p=24310\/#Proprioception\" title=\"Proprioception\">Proprioception<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/aireviewirush.com\/?p=24310\/#What_tactile_sensing_means_in_robotics\" title=\"What tactile sensing means in robotics\">What tactile sensing means in robotics<\/a><ul class='ez-toc-list-level-3'><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/aireviewirush.com\/?p=24310\/#Sensor_sturdiness\" title=\"Sensor sturdiness\">Sensor sturdiness<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/aireviewirush.com\/?p=24310\/#Knowledge_interpretation\" title=\"Knowledge interpretation\">Knowledge interpretation<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/aireviewirush.com\/?p=24310\/#Lack_of_normal_datasets\" title=\"Lack of normal datasets\">Lack of normal datasets<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h3><span class=\"ez-toc-section\" id=\"Stress\"><\/span><strong><span>Stress<\/span><\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span>Measures the scale, form, and depth of contact.<\/span><\/p>\n<p><span>Stress knowledge helps robots decide:<\/span><\/p>\n<ul>\n<li><span>grasp high quality<\/span><\/li>\n<li><span>object pose within the gripper<\/span><\/li>\n<li><span>object id<\/span><\/li>\n<\/ul>\n<p>\u00a0<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Vibration\"><\/span><strong><span>Vibration<\/span><\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span>Detects speedy modifications in touch.<\/span><\/p>\n<p><span>That is helpful for figuring out:<\/span><\/p>\n<ul>\n<li><span>slip occasions<\/span><\/li>\n<li><span>collisions<\/span><\/li>\n<li><span>floor interactions<\/span><\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Proprioception\"><\/span><strong><span>Proprioception<\/span><\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span>Measures the configuration of the gripper itself.<\/span><\/p>\n<p><span>This helps robots perceive:<\/span><\/p>\n<ul>\n<li><span>finger positions<\/span><\/li>\n<li><span>gripper form<\/span><\/li>\n<li><span>object deformation throughout greedy<\/span><\/li>\n<\/ul>\n<p><span>Collectively, these indicators give robots a <strong>a lot richer understanding of interplay with objects<\/strong>.<\/span><\/p>\n<p><\/p>\n<h2><span class=\"ez-toc-section\" id=\"What_tactile_sensing_means_in_robotics\"><\/span>What tactile sensing means in robotics<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span>Tactile sensing refers to applied sciences that permit robots to <\/span><strong><span>detect and interpret bodily contact with objects<\/span><\/strong><span>.<\/span><\/p>\n<p><span>In contrast to imaginative and prescient techniques, tactile sensors measure interplay straight on the level of contact.<\/span><\/p>\n<p><span>Widespread tactile sensing capabilities embody:<\/span><\/p>\n<ul>\n<li><span>strain detection (contact location and depth)<\/span><\/li>\n<li><span>vibration sensing (slip detection)<\/span><\/li>\n<li><span>power distribution throughout the gripper<\/span><\/li>\n<li><span>finger configuration and object deformation<\/span><span style=\"white-space-collapse: preserve;\"\/><\/li>\n<\/ul>\n<p><span>These indicators permit robots to <\/span><strong><span>adapt their grasp, detect instability, and manipulate objects extra reliably<\/span><\/strong><span>.<\/span><\/p>\n<p><span>As robotics strikes towards bodily AI, tactile sensing is turning into an necessary complement to imaginative and prescient techniques.<\/span><\/p>\n<p><span>Though tactile sensing has existed in robotics analysis for years, adoption in trade has been slower.<\/span><\/p>\n<p><span>A number of challenges clarify why.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Sensor_sturdiness\"><\/span><strong><span>Sensor sturdiness<\/span><\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span>Many tactile sensors developed in analysis labs are fragile and never designed for industrial environments.<\/span><\/p>\n<p><span>Manufacturing environments introduce:<\/span><\/p>\n<ul>\n<li><span>mud<\/span><\/li>\n<li><span>vibrations<\/span><\/li>\n<li><span>temperature modifications<\/span><\/li>\n<li><span>steady operation<\/span><\/li>\n<\/ul>\n<p><span>Sensors should stand up to tens of millions of cycles.<\/span><\/p>\n<p><\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Knowledge_interpretation\"><\/span><strong><span>Knowledge interpretation<\/span><\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span>Tactile indicators are complicated.<\/span><\/p>\n<p><span>In contrast to pictures, which people can simply interpret, tactile knowledge is:<\/span><\/p>\n<ul>\n<li><span>excessive dimensional<\/span><\/li>\n<li><span>noisy<\/span><\/li>\n<li><span>strongly linked to bodily mechanics<\/span><\/li>\n<\/ul>\n<p><span>Understanding what tactile indicators imply throughout manipulation can require refined fashions and sign processing.<\/span><\/p>\n<p>\u00a0<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Lack_of_normal_datasets\"><\/span><strong><span>Lack of normal datasets<\/span><\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span>One other problem is the dearth of huge tactile datasets.<\/span><\/p>\n<p><span>Imaginative and prescient techniques profit from billions of pictures and movies accessible on-line. Tactile knowledge, then again, should be collected via <\/span><strong><span>real-world interactions<\/span><\/strong><span>, which is way tougher to scale.<\/span><\/p>\n<p><span style=\"white-space-collapse: preserve;\"><br \/><\/span><\/p>\n<p><span>Regardless of these challenges, tactile sensing is turning into more and more necessary in robotics.<\/span><\/p>\n<p><span>A number of traits are accelerating adoption:<\/span><\/p>\n<ul>\n<li><span>improved sensor sturdiness<\/span><\/li>\n<li><span>advances in AI and sign processing<\/span><\/li>\n<li><span>rising curiosity in bodily AI<\/span><\/li>\n<li><span>rising demand for robots that may deal with unstructured environments<\/span><\/li>\n<\/ul>\n<p><span>Robots are not restricted to repetitive manufacturing facility duties. They&#8217;re being requested to carry out <\/span><strong><span>extra complicated manipulation duties<\/span><\/strong><span>, equivalent to:<\/span><\/p>\n<ul>\n<li><span>bin selecting<\/span><\/li>\n<li><span>versatile materials dealing with<\/span><\/li>\n<li><span>meeting operations<\/span><\/li>\n<li><span>human\u2013robotic collaboration<\/span><\/li>\n<\/ul>\n<p><span>These duties require robots to <\/span><strong><span>adapt to uncertainty<\/span><\/strong><span>, which makes tactile suggestions extraordinarily worthwhile.<\/span><\/p>\n<p>\u00a0<\/p>\n<p><span>Imaginative and prescient will stay a elementary sensing modality in robotics.<\/span><\/p>\n<p><span>However the robots that reach real-world environments will mix a number of types of notion.<\/span><\/p>\n<p><span>Future robotic techniques will depend on:<\/span><\/p>\n<ul>\n<li><span>imaginative and prescient for international notion<\/span><\/li>\n<li><span>tactile sensing for contact understanding<\/span><\/li>\n<li><span>power sensing for interplay management<\/span><\/li>\n<\/ul>\n<p><span>Collectively, these sensing techniques permit robots to maneuver past easy automation and towards <\/span><strong><span>adaptive manipulation<\/span><\/strong><span>.<\/span><\/p>\n<p><span>This mixture is likely one of the key constructing blocks of bodily AI.<\/span><\/p>\n<p>\u00a0<\/p>\n<p><span>In our white paper, we discover how sensing, {hardware} design, and Lean Robotics ideas are shaping the following technology of automation.<\/span><\/p>\n<p><strong><span>Discover the complete framework behind bodily AI<\/span><\/strong><\/p>\n<p><span>Learn the way mechanical design, sensing, and lean robotics ideas assist flip AI robotics demos into dependable automation techniques.<\/span><\/p>\n<p><span>Learn the white paper:<\/span><span style=\"background-color: transparent;\">\u00a0<\/span><a href=\"https:\/\/robotiq.com\/giving-physical-ai-a-hand\" rel=\"noopener\" target=\"_blank\" style=\"background-color: transparent;\"><strong>Giving bodily AI a hand<\/strong><\/a><span style=\"white-space-collapse: preserve;\"> <\/span><\/p>\n<p><span style=\"white-space-collapse: preserve;\"><a href=\"https:\/\/robotiq.com\/giving-physical-ai-a-hand\" rel=\"noopener\" target=\"_blank\"><img decoding=\"async\" src=\"https:\/\/blog.robotiq.com\/hs-fs\/hubfs\/Giving%20Physical%20AI%20a%20hand-1.png?width=338&amp;height=440&amp;name=Giving%20Physical%20AI%20a%20hand-1.png\" width=\"338\" height=\"440\" loading=\"lazy\" alt=\"Giving Physical AI a hand-1\" style=\"height: auto; max-width: 100%; width: 338px; margin-left: auto; margin-right: auto; display: block;\" srcset=\"https:\/\/blog.robotiq.com\/hs-fs\/hubfs\/Giving%20Physical%20AI%20a%20hand-1.png?width=169&amp;height=220&amp;name=Giving%20Physical%20AI%20a%20hand-1.png 169w, https:\/\/blog.robotiq.com\/hs-fs\/hubfs\/Giving%20Physical%20AI%20a%20hand-1.png?width=338&amp;height=440&amp;name=Giving%20Physical%20AI%20a%20hand-1.png 338w, https:\/\/blog.robotiq.com\/hs-fs\/hubfs\/Giving%20Physical%20AI%20a%20hand-1.png?width=507&amp;height=660&amp;name=Giving%20Physical%20AI%20a%20hand-1.png 507w, https:\/\/blog.robotiq.com\/hs-fs\/hubfs\/Giving%20Physical%20AI%20a%20hand-1.png?width=676&amp;height=880&amp;name=Giving%20Physical%20AI%20a%20hand-1.png 676w, https:\/\/blog.robotiq.com\/hs-fs\/hubfs\/Giving%20Physical%20AI%20a%20hand-1.png?width=845&amp;height=1100&amp;name=Giving%20Physical%20AI%20a%20hand-1.png 845w, https:\/\/blog.robotiq.com\/hs-fs\/hubfs\/Giving%20Physical%20AI%20a%20hand-1.png?width=1014&amp;height=1320&amp;name=Giving%20Physical%20AI%20a%20hand-1.png 1014w\" sizes=\"auto, (max-width: 338px) 100vw, 338px\"\/><\/a><\/span><\/p>\n<div class=\"hs-cta-embed hs-cta-simple-placeholder hs-cta-embed-181385187253\" style=\"max-width:100%; 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Laptop imaginative and prescient permits robots to detect objects, acknowledge patterns, and navigate complicated environments. Cameras assist robots determine elements on a conveyor, find packages in a bin, and keep away from obstacles in warehouses. However when a robotic must choose up an object, imaginative [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":24312,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[21],"tags":[],"class_list":{"0":"post-24310","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-robotics"},"_links":{"self":[{"href":"https:\/\/aireviewirush.com\/index.php?rest_route=\/wp\/v2\/posts\/24310","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aireviewirush.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aireviewirush.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aireviewirush.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/aireviewirush.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=24310"}],"version-history":[{"count":1,"href":"https:\/\/aireviewirush.com\/index.php?rest_route=\/wp\/v2\/posts\/24310\/revisions"}],"predecessor-version":[{"id":24311,"href":"https:\/\/aireviewirush.com\/index.php?rest_route=\/wp\/v2\/posts\/24310\/revisions\/24311"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aireviewirush.com\/index.php?rest_route=\/wp\/v2\/media\/24312"}],"wp:attachment":[{"href":"https:\/\/aireviewirush.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=24310"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aireviewirush.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=24310"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aireviewirush.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=24310"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}