{"id":3951,"date":"2024-01-25T17:28:12","date_gmt":"2024-01-25T16:28:12","guid":{"rendered":"https:\/\/kairntech.com\/doc\/?p=3951"},"modified":"2025-07-31T11:42:02","modified_gmt":"2025-07-31T09:42:02","slug":"how-to-create-a-custom-segmentation-pipeline","status":"publish","type":"post","link":"https:\/\/kairntech.com\/doc\/how-to-create-a-custom-segmentation-pipeline\/","title":{"rendered":"How to create a custom segmentation pipeline?"},"content":{"rendered":"\n<p>If you are not fully satisfied with the default segmentation or with off-the-shelf segmenters, you can create your own segmentation pipeline in combining for instance an AI model with off-the-shelf components. <\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Go to the <em>Processing <\/em>view<\/li>\n\n\n\n<li>Create a new segmenter<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"908\" height=\"876\" src=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/01\/image-39.png\" alt=\"\" class=\"wp-image-5277\" style=\"width:687px;height:auto\" srcset=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/01\/image-39.png 908w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/01\/image-39-300x289.png 300w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/01\/image-39-768x741.png 768w\" sizes=\"auto, (max-width: 908px) 100vw, 908px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Give a name to your segmenter<\/li>\n\n\n\n<li>Select &#8220;Advanced segmenter&#8221;<\/li>\n\n\n\n<li>Add a first&nbsp;<strong>component <\/strong>to the pipeline<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"912\" height=\"314\" src=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/01\/image-41.png\" alt=\"\" class=\"wp-image-5280\" style=\"width:711px;height:auto\" srcset=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/01\/image-41.png 912w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/01\/image-41-300x103.png 300w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/01\/image-41-768x264.png 768w\" sizes=\"auto, (max-width: 912px) 100vw, 912px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Select an existing model that you have already built in your project. For instance a CRF model that detects document boundaries (for instance: &#8220;Article 3.1&#8221;, &#8220;Article 3.2&#8243;\u2026.)<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"955\" height=\"522\" src=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/01\/image-42.png\" alt=\"\" class=\"wp-image-5281\" style=\"width:737px;height:auto\" srcset=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/01\/image-42.png 955w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/01\/image-42-300x164.png 300w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/01\/image-42-768x420.png 768w\" sizes=\"auto, (max-width: 955px) 100vw, 955px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Then, add a new component as &#8220;off-the-shelf component&#8221;<\/li>\n\n\n\n<li>Select the&nbsp;<strong>Annotation-based segmentation<\/strong> that will segment document at each annotation extracted by the CRF model<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image is-style-default\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"485\" src=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/01\/image-15-1024x485.png\" alt=\"\" class=\"wp-image-3956\" srcset=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/01\/image-15-1024x485.png 1024w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/01\/image-15-300x142.png 300w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/01\/image-15-768x364.png 768w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/01\/image-15-1536x727.png 1536w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/01\/image-15.png 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n\n<ul class=\"wp-block-list\">\n<li>Save and activate the segmentation pipeline on your project. All existing annotations will be kept.<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image is-style-default\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"629\" height=\"410\" src=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/02\/image-45.png\" alt=\"\" class=\"wp-image-4087\" srcset=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/02\/image-45.png 629w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/02\/image-45-300x196.png 300w\" sizes=\"auto, (max-width: 629px) 100vw, 629px\" \/><\/figure>\n<\/div>\n\n\n<ul class=\"wp-block-list\">\n<li>In the <em>Processing<\/em> view, the yellow star shows the default segmenter used in the project. This segmenter will be used as soon as you upload new documents in the project. <\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full is-style-default\"><img loading=\"lazy\" decoding=\"async\" width=\"836\" height=\"644\" src=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/02\/image-47.png\" alt=\"\" class=\"wp-image-4093\" srcset=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/02\/image-47.png 836w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/02\/image-47-300x231.png 300w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/02\/image-47-768x592.png 768w\" sizes=\"auto, (max-width: 836px) 100vw, 836px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Check the new segmentation in the&nbsp;<em>Segments&nbsp;<\/em>view<\/li>\n\n\n\n<li>If you want to use or experiment an off-the-shelf segmenter<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-embed is-type-wp-embed is-provider-kairntech-documentation wp-block-embed-kairntech-documentation\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"wp-embedded-content\" data-secret=\"2pn8SYVOEd\"><a href=\"https:\/\/kairntech.com\/doc\/how-to-configure-a-segmenter\/\">How to configure and use a segmenter?<\/a><\/blockquote><iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"&#8220;How to configure and use a segmenter?&#8221; &#8212; Kairntech Documentation\" src=\"https:\/\/kairntech.com\/doc\/how-to-configure-a-segmenter\/embed\/#?secret=xgmHy9auZz#?secret=2pn8SYVOEd\" data-secret=\"2pn8SYVOEd\" width=\"600\" height=\"338\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe>\n<\/div><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>If you are not fully satisfied with the default segmentation or with off-the-shelf segmenters, you can create your own segmentation pipeline in combining for instance an AI model with off-the-shelf components.<\/p>\n","protected":false},"author":6,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[14],"tags":[],"class_list":["post-3951","post","type-post","status-publish","format-standard","hentry","category-advanced-topics"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>How to create a custom segmentation pipeline? - Kairntech Documentation<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/kairntech.com\/doc\/how-to-create-a-custom-segmentation-pipeline\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How to create a custom segmentation pipeline? - Kairntech Documentation\" \/>\n<meta property=\"og:description\" content=\"If you are not fully satisfied with the default segmentation or with off-the-shelf segmenters, you can create your own segmentation pipeline in combining for instance an AI model with off-the-shelf components.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/kairntech.com\/doc\/how-to-create-a-custom-segmentation-pipeline\/\" \/>\n<meta property=\"og:site_name\" content=\"Kairntech Documentation\" \/>\n<meta property=\"article:published_time\" content=\"2024-01-25T16:28:12+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-07-31T09:42:02+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/01\/image-39.png\" \/>\n\t<meta property=\"og:image:width\" content=\"908\" \/>\n\t<meta property=\"og:image:height\" content=\"876\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"vincent.nibart\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"vincent.nibart\" \/>\n\t<meta name=\"twitter:label2\" content=\"Estimated reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/kairntech.com\/doc\/how-to-create-a-custom-segmentation-pipeline\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/kairntech.com\/doc\/how-to-create-a-custom-segmentation-pipeline\/\"},\"author\":{\"name\":\"vincent.nibart\",\"@id\":\"https:\/\/kairntech.com\/doc\/#\/schema\/person\/e2b5ed8a33aa3f4a90dca6f0a0c5f0de\"},\"headline\":\"How to create a custom segmentation pipeline?\",\"datePublished\":\"2024-01-25T16:28:12+00:00\",\"dateModified\":\"2025-07-31T09:42:02+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/kairntech.com\/doc\/how-to-create-a-custom-segmentation-pipeline\/\"},\"wordCount\":184,\"image\":{\"@id\":\"https:\/\/kairntech.com\/doc\/how-to-create-a-custom-segmentation-pipeline\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/01\/image-39.png\",\"articleSection\":[\"Advanced Topics\"],\"inLanguage\":\"en-GB\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/kairntech.com\/doc\/how-to-create-a-custom-segmentation-pipeline\/\",\"url\":\"https:\/\/kairntech.com\/doc\/how-to-create-a-custom-segmentation-pipeline\/\",\"name\":\"How to create a custom segmentation pipeline? - Kairntech Documentation\",\"isPartOf\":{\"@id\":\"https:\/\/kairntech.com\/doc\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/kairntech.com\/doc\/how-to-create-a-custom-segmentation-pipeline\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/kairntech.com\/doc\/how-to-create-a-custom-segmentation-pipeline\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/01\/image-39.png\",\"datePublished\":\"2024-01-25T16:28:12+00:00\",\"dateModified\":\"2025-07-31T09:42:02+00:00\",\"author\":{\"@id\":\"https:\/\/kairntech.com\/doc\/#\/schema\/person\/e2b5ed8a33aa3f4a90dca6f0a0c5f0de\"},\"breadcrumb\":{\"@id\":\"https:\/\/kairntech.com\/doc\/how-to-create-a-custom-segmentation-pipeline\/#breadcrumb\"},\"inLanguage\":\"en-GB\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/kairntech.com\/doc\/how-to-create-a-custom-segmentation-pipeline\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\/\/kairntech.com\/doc\/how-to-create-a-custom-segmentation-pipeline\/#primaryimage\",\"url\":\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/01\/image-39.png\",\"contentUrl\":\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/01\/image-39.png\",\"width\":908,\"height\":876},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/kairntech.com\/doc\/how-to-create-a-custom-segmentation-pipeline\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/kairntech.com\/doc\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"How to create a custom segmentation pipeline?\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/kairntech.com\/doc\/#website\",\"url\":\"https:\/\/kairntech.com\/doc\/\",\"name\":\"Kairntech Documentation\",\"description\":\"All the information you need to use Kairntech Software, methodology,  user and installation guides.\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/kairntech.com\/doc\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-GB\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/kairntech.com\/doc\/#\/schema\/person\/e2b5ed8a33aa3f4a90dca6f0a0c5f0de\",\"name\":\"vincent.nibart\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\/\/kairntech.com\/doc\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/8c6c4f0e2ce82e7f30989e62388adbfe6071cdc185ead6e4bff5281aa3255ae2?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/8c6c4f0e2ce82e7f30989e62388adbfe6071cdc185ead6e4bff5281aa3255ae2?s=96&d=mm&r=g\",\"caption\":\"vincent.nibart\"},\"url\":\"https:\/\/kairntech.com\/doc\/author\/vincent-nibart\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"How to create a custom segmentation pipeline? - Kairntech Documentation","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/kairntech.com\/doc\/how-to-create-a-custom-segmentation-pipeline\/","og_locale":"en_GB","og_type":"article","og_title":"How to create a custom segmentation pipeline? - Kairntech Documentation","og_description":"If you are not fully satisfied with the default segmentation or with off-the-shelf segmenters, you can create your own segmentation pipeline in combining for instance an AI model with off-the-shelf components.","og_url":"https:\/\/kairntech.com\/doc\/how-to-create-a-custom-segmentation-pipeline\/","og_site_name":"Kairntech Documentation","article_published_time":"2024-01-25T16:28:12+00:00","article_modified_time":"2025-07-31T09:42:02+00:00","og_image":[{"width":908,"height":876,"url":"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/01\/image-39.png","type":"image\/png"}],"author":"vincent.nibart","twitter_card":"summary_large_image","twitter_misc":{"Written by":"vincent.nibart","Estimated reading time":"2 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/kairntech.com\/doc\/how-to-create-a-custom-segmentation-pipeline\/#article","isPartOf":{"@id":"https:\/\/kairntech.com\/doc\/how-to-create-a-custom-segmentation-pipeline\/"},"author":{"name":"vincent.nibart","@id":"https:\/\/kairntech.com\/doc\/#\/schema\/person\/e2b5ed8a33aa3f4a90dca6f0a0c5f0de"},"headline":"How to create a custom segmentation pipeline?","datePublished":"2024-01-25T16:28:12+00:00","dateModified":"2025-07-31T09:42:02+00:00","mainEntityOfPage":{"@id":"https:\/\/kairntech.com\/doc\/how-to-create-a-custom-segmentation-pipeline\/"},"wordCount":184,"image":{"@id":"https:\/\/kairntech.com\/doc\/how-to-create-a-custom-segmentation-pipeline\/#primaryimage"},"thumbnailUrl":"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/01\/image-39.png","articleSection":["Advanced Topics"],"inLanguage":"en-GB"},{"@type":"WebPage","@id":"https:\/\/kairntech.com\/doc\/how-to-create-a-custom-segmentation-pipeline\/","url":"https:\/\/kairntech.com\/doc\/how-to-create-a-custom-segmentation-pipeline\/","name":"How to create a custom segmentation pipeline? - Kairntech Documentation","isPartOf":{"@id":"https:\/\/kairntech.com\/doc\/#website"},"primaryImageOfPage":{"@id":"https:\/\/kairntech.com\/doc\/how-to-create-a-custom-segmentation-pipeline\/#primaryimage"},"image":{"@id":"https:\/\/kairntech.com\/doc\/how-to-create-a-custom-segmentation-pipeline\/#primaryimage"},"thumbnailUrl":"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/01\/image-39.png","datePublished":"2024-01-25T16:28:12+00:00","dateModified":"2025-07-31T09:42:02+00:00","author":{"@id":"https:\/\/kairntech.com\/doc\/#\/schema\/person\/e2b5ed8a33aa3f4a90dca6f0a0c5f0de"},"breadcrumb":{"@id":"https:\/\/kairntech.com\/doc\/how-to-create-a-custom-segmentation-pipeline\/#breadcrumb"},"inLanguage":"en-GB","potentialAction":[{"@type":"ReadAction","target":["https:\/\/kairntech.com\/doc\/how-to-create-a-custom-segmentation-pipeline\/"]}]},{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/kairntech.com\/doc\/how-to-create-a-custom-segmentation-pipeline\/#primaryimage","url":"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/01\/image-39.png","contentUrl":"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/01\/image-39.png","width":908,"height":876},{"@type":"BreadcrumbList","@id":"https:\/\/kairntech.com\/doc\/how-to-create-a-custom-segmentation-pipeline\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/kairntech.com\/doc\/"},{"@type":"ListItem","position":2,"name":"How to create a custom segmentation pipeline?"}]},{"@type":"WebSite","@id":"https:\/\/kairntech.com\/doc\/#website","url":"https:\/\/kairntech.com\/doc\/","name":"Kairntech Documentation","description":"All the information you need to use Kairntech Software, methodology,  user and installation guides.","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/kairntech.com\/doc\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-GB"},{"@type":"Person","@id":"https:\/\/kairntech.com\/doc\/#\/schema\/person\/e2b5ed8a33aa3f4a90dca6f0a0c5f0de","name":"vincent.nibart","image":{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/kairntech.com\/doc\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/8c6c4f0e2ce82e7f30989e62388adbfe6071cdc185ead6e4bff5281aa3255ae2?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/8c6c4f0e2ce82e7f30989e62388adbfe6071cdc185ead6e4bff5281aa3255ae2?s=96&d=mm&r=g","caption":"vincent.nibart"},"url":"https:\/\/kairntech.com\/doc\/author\/vincent-nibart\/"}]}},"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/kairntech.com\/doc\/wp-json\/wp\/v2\/posts\/3951","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/kairntech.com\/doc\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/kairntech.com\/doc\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/kairntech.com\/doc\/wp-json\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/kairntech.com\/doc\/wp-json\/wp\/v2\/comments?post=3951"}],"version-history":[{"count":13,"href":"https:\/\/kairntech.com\/doc\/wp-json\/wp\/v2\/posts\/3951\/revisions"}],"predecessor-version":[{"id":5282,"href":"https:\/\/kairntech.com\/doc\/wp-json\/wp\/v2\/posts\/3951\/revisions\/5282"}],"wp:attachment":[{"href":"https:\/\/kairntech.com\/doc\/wp-json\/wp\/v2\/media?parent=3951"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/kairntech.com\/doc\/wp-json\/wp\/v2\/categories?post=3951"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/kairntech.com\/doc\/wp-json\/wp\/v2\/tags?post=3951"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}