{"id":18979,"date":"2025-05-14T12:36:42","date_gmt":"2025-05-14T12:36:42","guid":{"rendered":"https:\/\/test.tilde.ai\/?p=18979"},"modified":"2025-11-27T17:08:36","modified_gmt":"2025-11-27T15:08:36","slug":"going-beyond-simple-rag","status":"publish","type":"post","link":"https:\/\/test.tilde.ai\/lv\/blog\/going-beyond-simple-rag\/","title":{"rendered":"K\u0101 sasniegt vair\u0101k par vienk\u0101r\u0161u izguves papildin\u0101tu \u0123ener\u0113\u0161anu\u00a0"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"18979\" class=\"elementor elementor-18979\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-28aa8a3 e-flex e-con-boxed e-con e-parent\" data-id=\"28aa8a3\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-77d8b96 elementor-widget elementor-widget-shortcode\" data-id=\"77d8b96\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">\t\t<div data-elementor-type=\"page\" data-elementor-id=\"21097\" class=\"elementor elementor-21097\" data-elementor-post-type=\"elementor_library\">\n\t\t\t\t<div class=\"elementor-element elementor-element-58a3430b e-flex e-con-boxed e-con e-parent\" data-id=\"58a3430b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6d2f31d9 elementor-widget elementor-widget-shortcode\" data-id=\"6d2f31d9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\"><nav aria-label=\"r\u012bvmaize\" class=\"rank-math-breadcrumb\"><p><span class=\"last\">S\u0101kums<\/span><\/p><\/nav><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3856ae94 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"3856ae94\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">K\u0101 sasniegt vair\u0101k par vienk\u0101r\u0161u izguves papildin\u0101tu \u0123ener\u0113\u0161anu\u00a0<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-23eb1b5c elementor-align-center elementor-mobile-align-left elementor-widget elementor-widget-post-info\" data-id=\"23eb1b5c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"post-info.default\">\n\t\t\t\t\t\t\t<ul class=\"elementor-inline-items elementor-icon-list-items elementor-post-info\">\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-1935125 elementor-inline-item\" itemprop=\"datePublished\">\n\t\t\t\t\t\t<a href=\"https:\/\/test.tilde.ai\/lv\/2025\/05\/14\/\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-date\">\n\t\t\t\t\t\t\t\t\t\t<time>14 maijs, 2025<\/time>\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t<\/li>\n\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-343074d3 e-flex e-con-boxed e-con e-parent\" data-id=\"343074d3\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1aede4a9 elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"1aede4a9\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;motion_fx_motion_fx_scrolling&quot;:&quot;yes&quot;,&quot;motion_fx_translateY_effect&quot;:&quot;yes&quot;,&quot;motion_fx_translateY_speed&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:2,&quot;sizes&quot;:[]},&quot;motion_fx_translateY_affectedRange&quot;:{&quot;unit&quot;:&quot;%&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:{&quot;start&quot;:0,&quot;end&quot;:80}},&quot;motion_fx_devices&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;]}\" data-widget_type=\"theme-post-featured-image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1596\" height=\"950\" src=\"https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/Marcis_blogam-1.png\" class=\"attachment-full size-full wp-image-18980\" alt=\"Titulbilde wihth M\u0101rcis Pinnis\" srcset=\"https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/Marcis_blogam-1.png 1596w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/Marcis_blogam-1-300x179.png 300w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/Marcis_blogam-1-1024x610.png 1024w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/Marcis_blogam-1-768x457.png 768w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/Marcis_blogam-1-1536x914.png 1536w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/Marcis_blogam-1-18x12.png 18w\" sizes=\"(max-width: 1596px) 100vw, 1596px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5077efd5 e-flex e-con-boxed e-con e-parent\" data-id=\"5077efd5\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2a20c3c9 elementor-widget elementor-widget-text-editor\" data-id=\"2a20c3c9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><\/p>\n<h2 class=\"wp-block-heading\">Kas ir izguves papildin\u0101ta \u0123ener\u0113\u0161ana (RAG)?\u00a0<\/h2>\n<p><\/p>\n<p>Izguves papildin\u0101ta \u0123ener\u0113\u0161ana (Retrieval-Augmented Generation\u202f\u2014 RAG) ir k\u013cuvusi par jaud\u012bgu metodi, kas \u013cauj lielajiem valodas mode\u013ciem (LVM) likt balst\u012bties uz konkr\u0113t\u0101m jom\u0101m piel\u0101gotu saturu. P\u0113c b\u016bt\u012bbas RAG sist\u0113mas \u013cauj lietot\u0101jiem indeks\u0113t dokumentu kopumu un uzdot jaut\u0101jumus par \u0161o dokumentu saturu dabisk\u0101 valod\u0101. Sist\u0113ma atbild uz vaic\u0101jumu, vispirms izg\u016bstot \u0161im vaic\u0101jumam atbilsto\u0161\u0101kos dokumentus un p\u0113c tam liekot LVM \u0123ener\u0113t atbildi, pamatojoties uz \u0161o inform\u0101ciju. Sol\u012bjums ir vienk\u0101r\u0161s: lietot\u0101ji var uzdot jaut\u0101jumus pa\u0161i par saviem datiem t\u0101, it k\u0101 sarun\u0101tos ar lietprat\u0113ju, un sist\u0113ma sniedz kodol\u012bgas, lietder\u012bgas atbildes.\u00a0\u00a0<\/p>\n<p><\/p>\n<p>L\u016bk, piem\u0113rs, k\u0101 tas darbojas. Iedom\u0101jieties, ka jums ir liels apjoms uz\u0146\u0113muma dokumentu un jums ir j\u0101atrod viens p\u0101rskats, kur\u0101 ir uzskait\u012bti j\u016bsu visvair\u0101k p\u0101rdotie produkti pirms pieciem gadiem. T\u0101 viet\u0101, lai visi dokumenti jums b\u016btu j\u0101p\u0101rmekl\u0113 saviem sp\u0113kiem, j\u016bsu viedais asistents atrod pareizo p\u0101rskatu, izlasa to un sniedz jums skaidru, prec\u012bzu atbildi da\u017eu sekun\u017eu laik\u0101.<\/p>\n<p><\/p>\n<div class=\"wp-block-qi-blocks-spacer qodef-block-container qodef-block-1dfe75da\">\n<div class=\"qi-block-spacer qodef-block qodef-m\">\u00a0<\/div>\n<\/div>\n<p><\/p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"430\" class=\"wp-image-18981\" src=\"https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/RAG_blogs_1-1024x430.png\" alt=\"\" srcset=\"https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/RAG_blogs_1-1024x430.png 1024w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/RAG_blogs_1-300x126.png 300w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/RAG_blogs_1-768x323.png 768w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/RAG_blogs_1-18x8.png 18w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/RAG_blogs_1.png 1200w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<p><\/p>\n<div class=\"wp-block-qi-blocks-spacer qodef-block-container qodef-block-902205b3\">\n<div class=\"qi-block-spacer qodef-block qodef-m\">\u00a0<\/div>\n<\/div>\n<p><\/p>\n<h2 class=\"wp-block-heading\">Ko var paveikt vienk\u0101r\u0161s RAG risin\u0101jums?\u00a0<\/h2>\n<p><\/p>\n<p>Vienk\u0101r\u0161a (jeb \u201cnaiva\u201d) RAG sist\u0113ma var labi izpild\u012bt divas pamatfunkcijas.\u00a0<\/p>\n<p><\/p>\n<p>1\ufe0f\u20e3 <strong>Atrast dokumentos tie\u0161as atbildes.<\/strong>\u00a0Ja kaut kur indeks\u0113tajos dokumentos ir atrodama prec\u012bza atbilde, RAG sist\u0113ma var to atrast un sniegt jums. Tas bie\u017ei ir efekt\u012bv\u0101k par klasisko mekl\u0113\u0161anu, jo sist\u0113ma var saprast jaut\u0101jumu pat tad, ja tas ir formul\u0113ts cit\u0101di nek\u0101 dokumenta saturs.\u00a0\u00a0<\/p>\n<p><\/p>\n<p>2\ufe0f\u20e3 <strong>Sniegt inform\u0101cijas kopsavilkumu.<\/strong>\u00a0RAG mode\u013ci var apkopot atrastajos dokumentos eso\u0161o inform\u0101ciju, p\u0101rv\u0113r\u0161ot lielu teksta apjomu \u012bs\u0101k\u0101s, viegl\u0101k las\u0101m\u0101s atbild\u0113s.\u00a0<\/p>\n<p><\/p>\n<div class=\"wp-block-qi-blocks-spacer qodef-block-container qodef-block-facdc4b2\">\n<div class=\"qi-block-spacer qodef-block qodef-m\">\u00a0<\/div>\n<\/div>\n<p><\/p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"476\" class=\"wp-image-18983\" src=\"https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/RAG_blogs_7-1024x476.png\" alt=\"\" srcset=\"https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/RAG_blogs_7-1024x476.png 1024w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/RAG_blogs_7-300x139.png 300w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/RAG_blogs_7-768x357.png 768w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/RAG_blogs_7-18x8.png 18w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/RAG_blogs_7.png 1197w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<p><\/p>\n<div class=\"wp-block-qi-blocks-spacer qodef-block-container qodef-block-9a0d9966\">\n<div class=\"qi-block-spacer qodef-block qodef-m\">\u00a0<\/div>\n<\/div>\n<p><\/p>\n<h2 class=\"wp-block-heading\">K\u0101dos gad\u012bjumos ar vienk\u0101r\u0161u RAG sist\u0113mu nepietiek?\u00a0<\/h2>\n<p><\/p>\n<p>Neraugoties uz ieguvumiem, vienk\u0101r\u0161i RAG risin\u0101jumi saskaras ar\u012b ar gr\u016bt\u012bb\u0101m. L\u016bk, da\u017ei piem\u0113ri.\u00a0<\/p>\n<p><\/p>\n<div class=\"wp-block-qi-blocks-spacer qodef-block-container qodef-block-19e4866a\">\n<div class=\"qi-block-spacer qodef-block qodef-m\">\u00a0<\/div>\n<\/div>\n<p><\/p>\n<ul class=\"wp-block-list\">\n<li style=\"list-style-type: none;\">\n<ul class=\"wp-block-list\"><\/ul>\n<\/li>\n<\/ul>\n<p>\u00a0<\/p>\n<ul class=\"wp-block-list\">\n<li style=\"list-style-type: none;\">\n<ul class=\"wp-block-list\">\n<li class=\"has-medium-font-size\"><strong>Zemas kvalit\u0101tes dati<\/strong><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><\/p>\n<p><\/p>\n<p>Datu kvalit\u0101te ir bie\u017ei apspriests b\u016btisks aspekts, run\u0101jot par RAG ierobe\u017eojumiem un izaicin\u0101jumiem\u202f\u2014 un tam ir pamats. Zemas kvalit\u0101tes dati noved pie zemas kvalit\u0101tes atbild\u0113m. Ja dokumenti ir novecoju\u0161i, tajos ir faktu k\u013c\u016bdas, tie ir slikti struktur\u0113ti vai nepiln\u012bgi, sist\u0113ma var \u0123ener\u0113t neatbilsto\u0161as, maldino\u0161as vai glu\u017ei vienk\u0101r\u0161i nepareizas atbildes. Tom\u0113r t\u0101 ir tikai aisberga redzam\u0101 da\u013ca.\u00a0<\/p>\n<p><\/p>\n<ul class=\"wp-block-list\">\n<li style=\"list-style-type: none;\">\n<ul class=\"wp-block-list\"><\/ul>\n<\/li>\n<\/ul>\n<p>\u00a0<\/p>\n<ul class=\"wp-block-list\">\n<li style=\"list-style-type: none;\">\n<ul class=\"wp-block-list\">\n<li class=\"has-medium-font-size\"><strong>Vajadz\u012bba izdar\u012bt sare\u017e\u0123\u012btus spriedumus vai apr\u0113\u0137inus<\/strong><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><\/p>\n<p><\/p>\n<p>RAG sist\u0113mas nav kalkulatori vai rel\u0101ciju datub\u0101zes. T\u0101m ir gr\u016bt\u012bbas izpild\u012bt uzdevumus, kas ietver matem\u0101tiku un skait\u012b\u0161anu. Piem\u0113ram, uz jaut\u0101jumu, cik l\u012bgumu uz\u0146\u0113mumam ir ar konkr\u0113tu klientu, \u0161\u012b sist\u0113ma bie\u017ei nevar atbild\u0113t, ja katrs l\u012bgums tiek glab\u0101ts k\u0101 atsevi\u0161\u0137s dokuments.\u00a0<\/p>\n<p><\/p>\n<div class=\"wp-block-qi-blocks-spacer qodef-block-container qodef-block-16f3eb71\">\n<div class=\"qi-block-spacer qodef-block qodef-m\">\u00a0<\/div>\n<\/div>\n<p><\/p>\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"430\" class=\"wp-image-18984\" src=\"https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/RAG_blogs_2-1-1024x430.png\" alt=\"\" srcset=\"https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/RAG_blogs_2-1-1024x430.png 1024w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/RAG_blogs_2-1-300x126.png 300w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/RAG_blogs_2-1-768x323.png 768w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/RAG_blogs_2-1-18x8.png 18w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/RAG_blogs_2-1.png 1200w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<p><\/p>\n<div class=\"wp-block-qi-blocks-spacer qodef-block-container qodef-block-519c44c4\">\n<div class=\"qi-block-spacer qodef-block qodef-m\">\u00a0<\/div>\n<\/div>\n<p><\/p>\n<ul class=\"wp-block-list\">\n<li style=\"list-style-type: none;\">\n<ul class=\"wp-block-list\"><\/ul>\n<\/li>\n<\/ul>\n<p>\u00a0<\/p>\n<ul class=\"wp-block-list\">\n<li style=\"list-style-type: none;\">\n<ul class=\"wp-block-list\">\n<li class=\"has-medium-font-size\"><strong>Vajadz\u012bba p\u0113c pak\u0101peniska sprie\u0161anas procesa<\/strong><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><\/p>\n<p><\/p>\n<p>Da\u017ei jaut\u0101jumi liek sist\u0113mai dom\u0101t vair\u0101kos posmos. Piem\u0113ram, izt\u0113lojieties, ka j\u016bsu zin\u0101\u0161anu b\u0101z\u0113 ir divi dokumenti: vien\u0101 ir izkl\u0101st\u012bts, k\u0101 da\u017e\u0101d\u0101m uz\u0146\u0113muma strukt\u016brvien\u012bb\u0101m ir veicies p\u0113d\u0113j\u0101 p\u0101rskata period\u0101, savuk\u0101rt otrs uzskaita, k\u0101dus produktus katra strukt\u016brvien\u012bba ra\u017eo. Ja j\u016bs jaut\u0101jat \u201cK\u0101dus produktus ra\u017eo uz\u0146\u0113muma strukt\u016brvien\u012bba, kurai ir vislab\u0101kie rezult\u0101ti?\u201d, sist\u0113mai vispirms j\u0101saprot, kura strukt\u016brvien\u012bba ir sasniegusi lab\u0101kos rezult\u0101tus, un p\u0113c tam j\u0101noskaidro, ko t\u0101 ra\u017eo. \u0160\u0101dos gad\u012bjumos var nepietikt ar vienk\u0101r\u0161u viena so\u013ca izguves un atbildes \u0123ener\u0113\u0161anas procesu, \u012bpa\u0161i, ja re\u0101laj\u0101 praks\u0113 jaut\u0101jumi ir daudz sare\u017e\u0123\u012bt\u0101ki.\u00a0<\/p>\n<p><\/p>\n<div class=\"wp-block-qi-blocks-spacer qodef-block-container qodef-block-5150a112\">\n<div class=\"qi-block-spacer qodef-block qodef-m\">\u00a0<\/div>\n<\/div>\n<p><\/p>\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"430\" class=\"wp-image-18985\" src=\"https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/RAG_blogs_3-1024x430.png\" alt=\"\" srcset=\"https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/RAG_blogs_3-1024x430.png 1024w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/RAG_blogs_3-300x126.png 300w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/RAG_blogs_3-768x323.png 768w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/RAG_blogs_3-18x8.png 18w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/RAG_blogs_3.png 1200w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<p><\/p>\n<div class=\"wp-block-qi-blocks-spacer qodef-block-container qodef-block-c777f8b5\">\n<div class=\"qi-block-spacer qodef-block qodef-m\">\u00a0<\/div>\n<\/div>\n<p><\/p>\n<ul class=\"wp-block-list\">\n<li style=\"list-style-type: none;\">\n<ul class=\"wp-block-list\"><\/ul>\n<\/li>\n<\/ul>\n<p>\u00a0<\/p>\n<ul class=\"wp-block-list\">\n<li style=\"list-style-type: none;\">\n<ul class=\"wp-block-list\">\n<li class=\"has-medium-font-size\"><strong>Salikti jaut\u0101jumi<\/strong><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><\/p>\n<p><\/p>\n<p>Da\u017ek\u0101rt vien\u0101 jaut\u0101jum\u0101 var b\u016bt ietverts l\u016bgums noskaidrot vair\u0101kas inform\u0101cijas vien\u012bbas, kas mekl\u0113jamas vair\u0101kos at\u0161\u0137ir\u012bgos dokumentos. Vienk\u0101r\u0161am RAG modelim, kuram ir pa sp\u0113kam veikt tikai vienu izguves ciklu, var neizdoties atrast visus atbilsto\u0161os dokumentus vienlaikus un sniegt atbildi, kas aptvertu visus lietot\u0101ja jaut\u0101jum\u0101 min\u0113tos faktorus.\u00a0<\/p>\n<p><\/p>\n<div class=\"wp-block-qi-blocks-spacer qodef-block-container qodef-block-6331906b\">\n<div class=\"qi-block-spacer qodef-block qodef-m\">\u00a0<\/div>\n<\/div>\n<p><\/p>\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"430\" class=\"wp-image-18986\" src=\"https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/RAG_blogs_4-1024x430.png\" alt=\"\" srcset=\"https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/RAG_blogs_4-1024x430.png 1024w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/RAG_blogs_4-300x126.png 300w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/RAG_blogs_4-768x323.png 768w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/RAG_blogs_4-18x8.png 18w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/RAG_blogs_4.png 1200w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<p><\/p>\n<div class=\"wp-block-qi-blocks-spacer qodef-block-container qodef-block-ed7e09e7\">\n<div class=\"qi-block-spacer qodef-block qodef-m\">\u00a0<\/div>\n<\/div>\n<p><\/p>\n<ul class=\"wp-block-list\">\n<li style=\"list-style-type: none;\">\n<ul class=\"wp-block-list\"><\/ul>\n<\/li>\n<\/ul>\n<p>\u00a0<\/p>\n<ul class=\"wp-block-list\">\n<li style=\"list-style-type: none;\">\n<ul class=\"wp-block-list\">\n<li class=\"has-medium-font-size\"><strong>Ierobe\u017eots konteksta apjoms<\/strong>\u00a0<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><\/p>\n<p><\/p>\n<p>Visiem valodas mode\u013ciem ir maksim\u0101l\u0101 ievades garuma ierobe\u017eojums, kas noz\u012bm\u0113, ka tie vien\u0101 piepras\u012bjum\u0101 var apstr\u0101d\u0101t tikai noteiktu teksta apjomu. Ja \u0161is ierobe\u017eojums tiek p\u0101rsniegts, p\u0101r\u0113jais konteksts tiek atmests. Piem\u0113ram, ja l\u016bdzat sniegt gara dokumenta kopsavilkumu vai uzdodat jaut\u0101jumu, kuram ir nepiecie\u0161ama inform\u0101cija no p\u0101r\u0101k daudziem dokumentiem vienlaikus, sist\u0113ma var palaist gar\u0101m b\u016btiskas deta\u013cas\u202f\u2014 vienk\u0101r\u0161i t\u0101p\u0113c, ka sist\u0113ma \u201cneredz\u201d visu, kas nepiecie\u0161ams pareizas atbildes \u0123ener\u0113\u0161anai.\u00a0<\/p>\n<p><\/p>\n<ul class=\"wp-block-list\">\n<li style=\"list-style-type: none;\">\n<ul class=\"wp-block-list\"><\/ul>\n<\/li>\n<\/ul>\n<p>\u00a0<\/p>\n<ul class=\"wp-block-list\">\n<li style=\"list-style-type: none;\">\n<ul class=\"wp-block-list\">\n<li class=\"has-medium-font-size\"><strong>Lietot\u0101ja profila izpratne kontekst\u0101<\/strong><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><\/p>\n<p><\/p>\n<p>Vienk\u0101r\u0161a RAG sist\u0113ma nezina neko par lietot\u0101ju un vi\u0146a lomu. Ja datub\u0101z\u0113 ir pretrun\u012bgi dokumenti, kas ir paredz\u0113ti da\u017e\u0101d\u0101m lietot\u0101ju grup\u0101m, sist\u0113mai var b\u016bt gr\u016bt\u012bbas izv\u0113l\u0113ties pareizo kontekstu bez papildu inform\u0101cijas no lietot\u0101ja. Piem\u0113ram, izt\u0113lojieties, ka RAG sist\u0113ma ir indeks\u0113jusi divus dokumentus: vienu, paredz\u0113tu juridisk\u0101m person\u0101m, kur\u0101 min\u0113ts, ka sadarb\u012bbas veik\u0161anai ir nepiecie\u0161ams l\u012bgums, un otru, paredz\u0113tu fizisk\u0101m person\u0101m, kur\u0101 nor\u0101d\u012bts, ka l\u012bgums nav nepiecie\u0161ams. Ja jaut\u0101siet, vai jums j\u0101sl\u0113dz l\u012bgums, bet nenor\u0101d\u012bsiet, ka esat juridiska vai fiziska persona, RAG sist\u0113ma var sniegt nepareizu atbildi.\u00a0\u00a0<\/p>\n<p><\/p>\n<div class=\"wp-block-qi-blocks-spacer qodef-block-container qodef-block-9b83f6d8\">\n<div class=\"qi-block-spacer qodef-block qodef-m\">\u00a0<\/div>\n<\/div>\n<p><\/p>\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"430\" class=\"wp-image-18987\" src=\"https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/RAG_blogs_5-1024x430.png\" alt=\"\" srcset=\"https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/RAG_blogs_5-1024x430.png 1024w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/RAG_blogs_5-300x126.png 300w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/RAG_blogs_5-768x323.png 768w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/RAG_blogs_5-18x8.png 18w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/RAG_blogs_5.png 1200w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<p><\/p>\n<div class=\"wp-block-qi-blocks-spacer qodef-block-container qodef-block-860b667a\">\n<div class=\"qi-block-spacer qodef-block qodef-m\">\u00a0<\/div>\n<\/div>\n<p><\/p>\n<p>Protams, ir gad\u012bjumi, kad RAG sist\u0113ma veiksm\u012bgas sakrit\u012bbas d\u0113\u013c atrod visus jaut\u0101jumam atbilsto\u0161os dokumentus ar\u012b tad, kad ir nepiecie\u0161ama pak\u0101peniska sprie\u0161ana. Da\u017ek\u0101rt inform\u0101cija dokumentos jau ir sniegta apkopot\u0101 veid\u0101 un apr\u0113\u0137ini nav vajadz\u012bgi. Ta\u010du tie ir iz\u0146\u0113mumi, nevis likumsakar\u012bba. Vienk\u0101r\u0161s (\u201cnaivs\u201d) RAG risin\u0101jums nevar apstr\u0101d\u0101t sare\u017e\u0123\u012btus jaut\u0101jumus vai da\u017e\u0101du organiz\u0101ciju specifisk\u0101s vajadz\u012bbas.\u00a0<\/p>\n<p><\/p>\n<h2 class=\"wp-block-heading\">Vienk\u0101r\u0161as RAG sist\u0113mas ierobe\u017eojumu risin\u0101\u0161ana\u00a0<\/h2>\n<p><\/p>\n<p>\u0160o ierobe\u017eojumu p\u0101rvar\u0113\u0161anai ir nepiecie\u0161ama sare\u017e\u0123\u012bt\u0101ka pieeja\u202f\u2014 t\u0101da, kas sniedzas t\u0101l\u0101k par viena so\u013ca semantisko mekl\u0113\u0161anu un atbildes \u0123ener\u0113\u0161anu. <strong>Te ir vieta a\u0123entu izguves papildin\u0101tai \u0123ener\u0113\u0161anai.<\/strong>\u00a0<\/p>\n<p><\/p>\n<p>A\u0123entu RAG izmanto autonomus a\u0123entus, no kuriem katrs ir veidots t\u0101, lai prastu apstr\u0101d\u0101t k\u0101da konkr\u0113ta veida uzdevumus un atbild\u0113t uz sare\u017e\u0123\u012btiem jaut\u0101jumiem. Piem\u0113ram, vieni a\u0123enti var veidot garu dokumentu kopsavilkumus, citi var veikt apr\u0113\u0137inus, v\u0113l citi var izg\u016bt aktu\u0101lu inform\u0101ciju no \u0101r\u0113jiem API un t\u0101 t\u0101l\u0101k. \u0160ie a\u0123enti var pild\u012bt uzdevumus, kuri sag\u0101d\u0101 gr\u016bt\u012bbas vienk\u0101r\u0161ai RAG sist\u0113mai. Da\u017ei a\u0123entu izmanto\u0161anas piem\u0113ri:\u00a0<\/p>\n<p><\/p>\n<div class=\"wp-block-qi-blocks-spacer qodef-block-container qodef-block-dea4fb18\">\n<div class=\"qi-block-spacer qodef-block qodef-m\">\u00a0<\/div>\n<\/div>\n<p><\/p>\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"430\" class=\"wp-image-18988\" src=\"https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/RAG_blogs_6-1024x430.png\" alt=\"\" srcset=\"https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/RAG_blogs_6-1024x430.png 1024w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/RAG_blogs_6-300x126.png 300w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/RAG_blogs_6-768x323.png 768w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/RAG_blogs_6-18x8.png 18w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/RAG_blogs_6.png 1200w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<p><\/p>\n<div class=\"wp-block-qi-blocks-spacer qodef-block-container qodef-block-9c32f5a1\">\n<div class=\"qi-block-spacer qodef-block qodef-m\">\u00a0<\/div>\n<\/div>\n<p><\/p>\n<p>1\ufe0f\u20e3 <strong>Sare\u017e\u0123\u012btu jaut\u0101jumu sadal\u012b\u0161ana<\/strong>. Sare\u017e\u0123\u012btu daudzda\u013c\u012bgu jaut\u0101jumu sadal\u012b\u0161ana maz\u0101kos uztveramos jaut\u0101jumos pal\u012bdz viegl\u0101k izg\u016bt atbilsto\u0161us dokumentus un \u0123ener\u0113t atbildes, kas aptver visus saliktu jaut\u0101jumu aspektus.\u00a0<\/p>\n<p><\/p>\n<p>2\ufe0f\u20e3 <strong>Inform\u0101cijas ieg\u016b\u0161ana no lietot\u0101ja<\/strong>. Ja lietot\u0101ja vaic\u0101jums nav skaidrs vai taj\u0101 tr\u016bkst k\u0101du datu, a\u0123enti var iesaist\u012bties un uzdot papildjaut\u0101jumus, lai ieg\u016btu nepiecie\u0161amo inform\u0101ciju. \u00a0<\/p>\n<p><\/p>\n<p>3\ufe0f\u20e3 <strong>API izpilde<\/strong>. Ne visa inform\u0101cija var b\u016bt pieejama organiz\u0101cijas dokumentos. Da\u013ca datu, iesp\u0113jams, glab\u0101jas iek\u0161\u0113j\u0101s sist\u0113m\u0101s, kur\u0101m var piek\u013c\u016bt ar API. RAG sist\u0113mas funkcionalit\u0101ti var iev\u0113rojami papla\u0161in\u0101t, at\u013caujot tai piek\u013c\u016bt cit\u0101s sist\u0113m\u0101s glab\u0101tiem datiem.\u00a0<\/p>\n<p><\/p>\n<p>4\ufe0f\u20e3 <strong>Inform\u0101cijas mekl\u0113\u0161ana datub\u0101z\u0113<\/strong>. Ja organiz\u0101cija glab\u0101 datus datub\u0101z\u0113s, LVM var \u201cp\u0101rtulkot\u201d lietot\u0101ju jaut\u0101jumus datub\u0101zes vaic\u0101jumos. RAG a\u0123entam var uzdot izpild\u012bt \u0161os vaic\u0101jumus un sav\u0101kt atbildei nepiecie\u0161amo inform\u0101ciju. Ja organiz\u0101cijai ir daudz l\u012bdz\u012bgas uzb\u016bves dokumentu (piem., l\u012bgumi, projektu dokument\u0101cija u.c.), LVM var pal\u012bdz\u0113t ar\u012b izg\u016bt metadatus no \u0161iem dokumentiem. Tas atvieglo datub\u0101\u017eu veido\u0161anu gad\u012bjumos, kad lietot\u0101ji v\u0113las uzdot jaut\u0101jumus, kuru atbild\u0113\u0161anai j\u0101veic apr\u0113\u0137ini.\u00a0<\/p>\n<p><\/p>\n<p>5\ufe0f\u20e3 <strong>Atbil\u017eu snieg\u0161ana uz jaut\u0101jumiem, izmantojot uzlabotu RAG<\/strong>. RAG pati ir uzdevums, kuru var veikt LVM a\u0123ents. Sniedzoties t\u0101l\u0101k par vienk\u0101r\u0161as RAG sist\u0113mas iesp\u0113j\u0101m, uzlabota RAG pied\u0101v\u0101 da\u017e\u0101das metodes, kuru m\u0113r\u0137is ir pilnveidot sist\u0113mas iesp\u0113jas izg\u016bt atbilsto\u0161us dokumentus pirms atbildes \u0123ener\u0113\u0161anas, piem\u0113ram:\u00a0<\/p>\n<p><\/p>\n<ul class=\"wp-block-list\">\n<li style=\"list-style-type: none;\">\n<ul class=\"wp-block-list\"><\/ul>\n<\/li>\n<\/ul>\n<p>\u00a0<\/p>\n<ul class=\"wp-block-list\">\n<li style=\"list-style-type: none;\">\n<ul class=\"wp-block-list\">\n<li><strong>Hibr\u012bdi semantisk\u0101 mekl\u0113\u0161ana<\/strong>. Efekt\u012bvas metodes piem\u0113rs ir hibr\u012bd\u0101 mekl\u0113\u0161ana, kas apvieno semantisko mekl\u0113\u0161anu ar klasisko mekl\u0113\u0161anu, kur\u0101 tiek izmantoti atsl\u0113gv\u0101rdi. Tas pal\u012bdz izg\u016bt dokumentus, kas atbilst gan t\u0113mai, gan leksikai. Tas ir \u012bpa\u0161i lietder\u012bgi, apstr\u0101d\u0101jot daudzveid\u012bgas dokumentu kopas.\u00a0\u00a0<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><\/p>\n<p><\/p>\n<ul class=\"wp-block-list\">\n<li style=\"list-style-type: none;\">\n<ul class=\"wp-block-list\"><\/ul>\n<\/li>\n<\/ul>\n<p>\u00a0<\/p>\n<ul class=\"wp-block-list\">\n<li style=\"list-style-type: none;\">\n<ul class=\"wp-block-list\">\n<li><strong>Hipot\u0113tisko dokumentu \u0123ener\u0113\u0161ana<\/strong>. Jaut\u0101jumi dabiski at\u0161\u0137iras no dokumentiem, kuri RAG sist\u0113mai ir j\u0101atrod. Piem\u0113ram, jaut\u0101jumi var b\u016bt \u012bsi un kodol\u012bgi, savuk\u0101rt dokumenti\u202f\u2014 gari un detaliz\u0113ti. Jaut\u0101jumi bie\u017ei sast\u0101v no viena teikuma, kas beidzas ar jaut\u0101juma z\u012bmi, savuk\u0101rt dokumentos var b\u016bt simtiem teikumu, kuri reti beidzas ar jaut\u0101juma z\u012bm\u0113m. \u0160is at\u0161\u0137ir\u012bgums bie\u017ei ir semantisk\u0101s mekl\u0113\u0161anas k\u013c\u016bdu c\u0113lonis. Viens pa\u0146\u0113miens, k\u0101 pan\u0101kt liel\u0101ku l\u012bdz\u012bbu, ir uz lietot\u0101ja jaut\u0101jumu vispirms \u0123ener\u0113t hipot\u0113tisku dokumentu (vai atbildi) bez konteksta. P\u0113c tam sist\u0113ma izmanto \u0161o \u0123ener\u0113to tekstu, lai mekl\u0113tu datub\u0101z\u0113 l\u012bdz\u012bgus dokumentus, bie\u017ei vien ar lab\u0101kiem rezult\u0101tiem.\u00a0<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><\/p>\n<p><\/p>\n<ul class=\"wp-block-list\">\n<li style=\"list-style-type: none;\">\n<ul class=\"wp-block-list\"><\/ul>\n<\/li>\n<\/ul>\n<p>\u00a0<\/p>\n<ul class=\"wp-block-list\">\n<li style=\"list-style-type: none;\">\n<ul class=\"wp-block-list\">\n<li><strong>Jaut\u0101jumu un t\u0113\u017eu \u0123ener\u0113\u0161ana dokumentiem<\/strong>. Tas ir v\u0113l viens pa\u0146\u0113miens, k\u0101 samazin\u0101t semantisko at\u0161\u0137ir\u012bbu starp jaut\u0101jumiem un dokumentiem. Kad lietot\u0101ji aug\u0161upiel\u0101d\u0113 dokumentus, m\u0113s varam l\u016bgt LVM \u0123ener\u0113t iesp\u0113jamus jaut\u0101jumus vai sarakstu ar kodol\u012bgiem faktiskiem apgalvojumiem (t\u0113z\u0113m) par katru aug\u0161upiel\u0101d\u0113to dokumentu. M\u0113s indeks\u0113jam \u0161os jaut\u0101jumus un t\u0113zes semantisk\u0101 datub\u0101z\u0113 kop\u0101 ar saiti uz ori\u0123in\u0101lo dokumentu. Kad lietot\u0101js uzdod jaut\u0101jumu, sist\u0113ma to sal\u012bdzina ar \u0161iem \u012bs\u0101kajiem, jaut\u0101jumiem l\u012bdz\u012bgajiem ierakstiem, kas atvieglo visatbilsto\u0161\u0101ko dokumentu atra\u0161anu.\u00a0<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><\/p>\n<p><\/p>\n<ul class=\"wp-block-list\">\n<li style=\"list-style-type: none;\">\n<ul class=\"wp-block-list\"><\/ul>\n<\/li>\n<\/ul>\n<p>\u00a0<\/p>\n<ul class=\"wp-block-list\">\n<li style=\"list-style-type: none;\">\n<ul class=\"wp-block-list\">\n<li><strong>Izg\u016bto dokumentu p\u0101rk\u0101rto\u0161ana<\/strong>. Ne visi izg\u016btie dokumenti ir vienl\u012bdz lietder\u012bgi vai atbilsto\u0161i lietot\u0101ja jaut\u0101jumam. Tie var b\u016bt satura zi\u0146\u0101 l\u012bdz\u012bgi, bet atbilst\u012bba nav garant\u0113ta. Lai labotu \u0161o nepiln\u012bbu, p\u0101rk\u0101rto\u0161anas LVM var p\u0101rskat\u012bt izg\u016btos dokumentus, nov\u0113rt\u0113t atbilst\u012bbu un attiec\u012bgi tos sarindot. Tas pal\u012bdz nodro\u0161in\u0101t, ka \u0123enerat\u012bvais LVM formul\u0113 atbildi, str\u0101d\u0101jot ar visatbilsto\u0161\u0101ko kontekstu.\u00a0\u00a0<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><\/p>\n<p><\/p>\n<p><a href=\"https:\/\/test.tilde.ai\/lv\/enterprise-assistant\/\"><strong>Tilde Enterprise Assistant<\/strong><\/a> ir jaud\u012bgs a\u0123entu RAG risin\u0101juma piem\u0113rs, kas ir izstr\u0101d\u0101ts, lai piel\u0101gotos jebkuras organiz\u0101cijas konkr\u0113taj\u0101m vajadz\u012bb\u0101m. Galven\u0101s funkcijas ir, piem\u0113ram:\u00a0<\/p>\n<p><\/p>\n<ul class=\"wp-block-list\">\n<li style=\"list-style-type: none;\">\n<ul class=\"wp-block-list\"><\/ul>\n<\/li>\n<\/ul>\n<p>\u00a0<\/p>\n<ul class=\"wp-block-list\">\n<li style=\"list-style-type: none;\">\n<ul class=\"wp-block-list\">\n<li>hibr\u012bdi semantisk\u0101 mekl\u0113\u0161ana ar integr\u0113tu datu \u0123ener\u0113\u0161anu, izmantojot LVM;\u00a0<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><\/p>\n<ul class=\"wp-block-list\">\n<li style=\"list-style-type: none;\">\n<ul class=\"wp-block-list\">\n<li>saliktu jaut\u0101jumu sadal\u012b\u0161ana prec\u012bz\u0101ku un piln\u012bg\u0101ku atbil\u017eu ieg\u016b\u0161anai;\u00a0<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><\/p>\n<ul class=\"wp-block-list\">\n<li style=\"list-style-type: none;\">\n<ul class=\"wp-block-list\">\n<li>autom\u0101tiska dokumentu metadatu izg\u016b\u0161ana un datub\u0101\u017eu aizpild\u012b\u0161ana;\u00a0<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><\/p>\n<ul class=\"wp-block-list\">\n<li style=\"list-style-type: none;\">\n<ul class=\"wp-block-list\">\n<li>dialogos balst\u012bti scen\u0101riji \u0101r\u0113jo API izpildei vai inform\u0101cijas v\u0101k\u0161anai tie\u0161i no lietot\u0101jiem;\u00a0<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><\/p>\n<ul class=\"wp-block-list\">\n<li style=\"list-style-type: none;\">\n<ul class=\"wp-block-list\">\n<li>elast\u012bga mode\u013ca izv\u0113le, kas viegli \u013cauj main\u012bt indeks\u0113\u0161anas VM un \u0123enerat\u012bvos LVM;\u00a0<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><\/p>\n<ul class=\"wp-block-list\">\n<li style=\"list-style-type: none;\">\n<ul class=\"wp-block-list\">\n<li>pla\u0161i piel\u0101gojamas darbpl\u016bsmas, izstr\u0101d\u0101tas da\u017e\u0101du uz\u0146\u0113mumu lieto\u0161anas gad\u012bjumiem.\u00a0<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><\/p>\n<p><\/p>\n<div class=\"wp-block-qi-blocks-spacer qodef-block-container qodef-block-25b32a2c\">\n<div class=\"qi-block-spacer qodef-block qodef-m\">\u00a0<\/div>\n<\/div>\n<p><\/p>\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"687\" class=\"wp-image-18989\" src=\"https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/EnterpriseAssistant_2-1024x687.jpg\" alt=\"\" srcset=\"https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/EnterpriseAssistant_2-1024x687.jpg 1024w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/EnterpriseAssistant_2-300x201.jpg 300w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/EnterpriseAssistant_2-768x515.jpg 768w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/EnterpriseAssistant_2-1536x1031.jpg 1536w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/EnterpriseAssistant_2-2048x1374.jpg 2048w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/05\/EnterpriseAssistant_2-18x12.jpg 18w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<p><\/p>\n<div class=\"wp-block-qi-blocks-spacer qodef-block-container qodef-block-f65655c7\">\n<div class=\"qi-block-spacer qodef-block qodef-m\">\u00a0<\/div>\n<\/div>\n<p><\/p>\n<h2 class=\"wp-block-heading\">Valodas mode\u013cu loma RAG sist\u0113m\u0101s\u00a0<\/h2>\n<p><\/p>\n<p>P\u0113c b\u016bt\u012bbas RAG sist\u0113mas izmanto tr\u012bs da\u017e\u0101du veidu valodas mode\u013cus: indeks\u0113\u0161anas (jeb kart\u0113\u0161anas) valodas modeli, p\u0101rk\u0101rto\u0161anas valodas modeli un \u0123enerat\u012bvo LVM. Pa\u0161reiz\u0113jie modern\u0101kie atv\u0113rtie un sl\u0113gtie LVM ir apm\u0101c\u012bti, izmantojot datus, kuros domin\u0113 ang\u013cu valoda, t\u0101d\u0113\u013c rezult\u0101ti nav tik akur\u0101ti valod\u0101m, kuras apm\u0101c\u012bbas datos ir maz\u0101k p\u0101rst\u0101v\u0113tas. Valodas ar maz\u0101ku run\u0101t\u0101ju skaitu, tostarp latvie\u0161u, lietuvie\u0161u un igau\u0146u valoda, bie\u017ei sa\u0146em maz\u0101k uzman\u012bbas, t\u0101d\u0113\u013c LVM var pie\u013caut gramatikas k\u013c\u016bdas, sniegt nepareizas kultur\u0101las interpret\u0101cijas un atbild\u0113s ne\u0146emt v\u0113r\u0101 viet\u0113jo inform\u0101ciju.\u00a0<\/p>\n<p><\/p>\n<p>Lai mazin\u0101tu lingvistiskos un kultur\u0101los ierobe\u017eojumus, ko v\u0113rojam eso\u0161o lielo valodas mode\u013cu darb\u012bb\u0101, Tilde izstr\u0101d\u0101 <a href=\"https:\/\/test.tilde.ai\/lv\/tildeopen-llm\/\"><strong>TildeLM<\/strong><\/a> \u2014 atv\u0113rtu valodas pamatmodeli, piel\u0101gotu Eiropas valod\u0101m. M\u016bsu priorit\u0101te ir baltu, somu un sl\u0101vu valodas. M\u016bsu redz\u0113jums ir vienl\u012bdz\u012bga m\u016bsu priorit\u0101ro valodu p\u0101rst\u0101vniec\u012bba, kas nodro\u0161ina, ka modelis apg\u016bst viet\u0113j\u0101s \u012bpatn\u012bbas, gramatikas un kult\u016bras nianses\u202f\u2014 to, ko ang\u013cu valod\u0101 balst\u012bti mode\u013ci bie\u017ei palai\u017e gar\u0101m. TildeLM mode\u013ca apm\u0101c\u012bba s\u0101k\u0101s 2024.\u202fgada mart\u0101, izmantojot <a href=\"https:\/\/www.lumi-supercomputer.eu\" target=\"_blank\" rel=\"noopener\"><strong>LUMI<\/strong><\/a> superdatoru Somij\u0101. P\u0113c pabeig\u0161anas modelis tiks pilnveidots t\u0101l\u0101kiem uzdevumiem, piem\u0113ram, ma\u0161\u012bntulko\u0161anai, jaut\u0101jumu atbild\u0113\u0161anai kontekst\u0101 (k\u0101 t\u0101 tiek veikta RAG sist\u0113m\u0101s) un citiem.\u00a0<\/p>\n<p><\/p>\n<h2 class=\"wp-block-heading\">Secin\u0101jums\u00a0<\/h2>\n<p><\/p>\n<p>Lai gan vienk\u0101r\u0161as RAG sist\u0113mas var izpild\u012bt skaidrus un vienk\u0101r\u0161us vaic\u0101jumus, t\u0101m bie\u017ei ir gr\u016bt\u012bbas, saskaroties ar re\u0101l\u0101s pasaules sare\u017e\u0123\u012bto dabu\u202f\u2014 pak\u0101penisku sprie\u0161anas procesu, neviennoz\u012bm\u012bgiem jaut\u0101jumiem vai uzdevumiem, kas prasa \u0101r\u0113ju sist\u0113mu izmanto\u0161anu. Organiz\u0101cij\u0101m, kuras mekl\u0113 patiesi v\u0113rt\u012bgu risin\u0101jumu, nep\u0101rprotami lab\u0101k\u0101 izv\u0113le ir a\u0123entu RAG sist\u0113ma.\u00a0\u00a0<\/p>\n<p><\/p>\n<p>T\u0101ds ir Tilde Enterprise Assistant redz\u0113jums: a\u0123entos balst\u012bta RAG sist\u0113ma, kas izstr\u0101d\u0101ta, lai sniegtu atbalstu sare\u017e\u0123\u012btu uzdevumu veik\u0161an\u0101, piel\u0101gotos da\u017e\u0101d\u0101m darbpl\u016bsm\u0101m un k\u013c\u016btu par tie\u0161\u0101m v\u0113rt\u012bgu pal\u012bgu.\u00a0<\/p>\n<p><\/p>\n<p>Bet izcils MI nebeidzas ar funkciju izpildi\u202f\u2014 tam ir ar\u012b j\u0101saprot lietot\u0101ju valoda un kult\u016bra. P\u0113c apm\u0101c\u012bbas pabeig\u0161anas TildeLM b\u016bs pilnveidots tie\u0161i darbam ar RAG, kas \u013caus sist\u0113mai lab\u0101k izprast viet\u0113jo gramatiku, terminolo\u0123iju un kontekstu\u202f\u2014 t\u0101 b\u016bs ne tikai gudra, bet patiesi daudzvalod\u012bga sist\u0113ma.\u00a0<\/p>\n<div class=\"wp-block-qi-blocks-call-to-action qodef-block-container qodef-block-206c101a\">\n<div class=\"qi-block-call-to-action qodef-block qodef-m qodef-layout--standard\">\n<div class=\"qodef-m-inner\">\n<div class=\"qodef-m-button\">\n<p><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><!-- \/wp:qi-blocks\/call-to-action --><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c26714d e-flex e-con-boxed e-con e-parent\" data-id=\"c26714d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-2d5d086 e-con-full e-flex e-con e-child\" data-id=\"2d5d086\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7d2a692 elementor-widget elementor-widget-heading\" data-id=\"7d2a692\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Vai v\u0113laties ieviest MI ar\u012b sav\u0101 organiz\u0101cij\u0101?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-005966a elementor-widget elementor-widget-text-editor\" data-id=\"005966a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<div class=\"qodef-m-content\">\n<div class=\"qodef-m-text\">Sazinieties ar mums jau \u0161odien un noskaidrojiet, k\u0101 m\u016bsu risin\u0101jumi var uzlabot j\u016bsu darbpl\u016bsmu.<\/div>\n<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d653ff5 e-con-full e-flex e-con e-child\" data-id=\"d653ff5\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-49efdd3 elementor-widget elementor-widget-button\" data-id=\"49efdd3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/test.tilde.ai\/lv\/contact-us\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Sazin\u0101ties<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b5dd942 e-flex e-con-boxed e-con e-parent\" data-id=\"b5dd942\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-09df44a elementor-widget elementor-widget-shortcode\" data-id=\"09df44a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">\t\t<div data-elementor-type=\"section\" data-elementor-id=\"20957\" class=\"elementor elementor-20957\" data-elementor-post-type=\"elementor_library\">\n\t\t\t<div class=\"elementor-element elementor-element-acd72f3 e-flex e-con-boxed e-con e-parent\" data-id=\"acd72f3\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2a7fada elementor-widget elementor-widget-heading\" data-id=\"2a7fada\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Tildes jaunumi\n<\/h4>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cafb956 e-flex e-con-boxed e-con e-parent\" data-id=\"cafb956\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-84bcf49 elementor-grid-4 elementor-posts--align-left e-transform elementor-grid-tablet-2 elementor-grid-mobile-1 elementor-posts--thumbnail-top elementor-widget elementor-widget-posts\" data-id=\"84bcf49\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;classic_columns&quot;:&quot;4&quot;,&quot;classic_row_gap&quot;:{&quot;unit&quot;:&quot;em&quot;,&quot;size&quot;:1.5,&quot;sizes&quot;:[]},&quot;classic_row_gap_tablet&quot;:{&quot;unit&quot;:&quot;em&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;classic_row_gap_mobile&quot;:{&quot;unit&quot;:&quot;em&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;classic_columns_tablet&quot;:&quot;2&quot;,&quot;classic_columns_mobile&quot;:&quot;1&quot;,&quot;_transform_translateX_effect_hover&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;_transform_translateX_effect_hover_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;_transform_translateX_effect_hover_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;_transform_translateY_effect_hover&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;_transform_translateY_effect_hover_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;_transform_translateY_effect_hover_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"posts.classic\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-posts-container elementor-posts elementor-posts--skin-classic elementor-grid\" role=\"list\">\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-22725 post type-post status-publish format-standard has-post-thumbnail hentry category-news\" role=\"listitem\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/test.tilde.ai\/lv\/news\/tilde-and-unesco-partner-to-break-language-barriers-in-small-island-developing-states\/\" tabindex=\"-1\">\n\t\t\t<div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/12\/UNESCO_baneris_1024x683_2-1-1.png\" class=\"attachment-full size-full wp-image-22726\" alt=\"\" srcset=\"https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/12\/UNESCO_baneris_1024x683_2-1-1.png 1024w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/12\/UNESCO_baneris_1024x683_2-1-1-300x200.png 300w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/12\/UNESCO_baneris_1024x683_2-1-1-768x512.png 768w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/12\/UNESCO_baneris_1024x683_2-1-1-18x12.png 18w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/div>\n\t\t<\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h4 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/test.tilde.ai\/lv\/news\/tilde-and-unesco-partner-to-break-language-barriers-in-small-island-developing-states\/\">\n\t\t\t\tTilde un UNESCO partneris, lai p\u0101rvar\u0113tu valodas barjeras mazo salu jaunatt\u012bst\u012bbas valst\u012bs\u00a0\t\t\t<\/a>\n\t\t<\/h4>\n\t\t\t\t<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-20624 post type-post status-publish format-standard has-post-thumbnail hentry category-news\" role=\"listitem\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/test.tilde.ai\/lv\/news\/ai-translation-for-ukraine\/\" tabindex=\"-1\">\n\t\t\t<div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1703\" src=\"https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/10\/GG05588-min-scaled.jpg\" class=\"attachment-full size-full wp-image-20625\" alt=\"Art\u016brs Vasi\u013cevskis simboliski nodeva Ukrainas v\u0113stniec\u012bbai Latvij\u0101 MI darbin\u0101ms tulko\u0161anas platformu\" srcset=\"https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/10\/GG05588-min-scaled.jpg 2560w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/10\/GG05588-min-300x200.jpg 300w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/10\/GG05588-min-1024x681.jpg 1024w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/10\/GG05588-min-768x511.jpg 768w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/10\/GG05588-min-1536x1022.jpg 1536w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/10\/GG05588-min-2048x1363.jpg 2048w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/10\/GG05588-min-18x12.jpg 18w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/><\/div>\n\t\t<\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h4 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/test.tilde.ai\/lv\/news\/ai-translation-for-ukraine\/\">\n\t\t\t\tLatvij\u0101 izstr\u0101d\u0101ts m\u0101ksl\u012bg\u0101 intelekta tulko\u0161anas r\u012bks pal\u012bdz\u0113s Ukrainai ce\u013c\u0101 uz iest\u0101\u0161anos ES\t\t\t<\/a>\n\t\t<\/h4>\n\t\t\t\t<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-20213 post type-post status-publish format-standard has-post-thumbnail hentry category-news\" role=\"listitem\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/test.tilde.ai\/lv\/news\/tilde-releases-tildeopen-llm\/\" tabindex=\"-1\">\n\t\t\t<div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1707\" src=\"https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/09\/Monitor_Hugging_Face_1-scaled.jpg\" class=\"attachment-full size-full wp-image-20214\" alt=\"Virsraksta att\u0113ls ar apsk\u0101vienu sejas platformu ekr\u0101n\u0101\" srcset=\"https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/09\/Monitor_Hugging_Face_1-scaled.jpg 2560w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/09\/Monitor_Hugging_Face_1-300x200.jpg 300w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/09\/Monitor_Hugging_Face_1-1024x683.jpg 1024w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/09\/Monitor_Hugging_Face_1-768x512.jpg 768w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/09\/Monitor_Hugging_Face_1-1536x1024.jpg 1536w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/09\/Monitor_Hugging_Face_1-2048x1365.jpg 2048w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/09\/Monitor_Hugging_Face_1-18x12.jpg 18w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/><\/div>\n\t\t<\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h4 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/test.tilde.ai\/lv\/news\/tilde-releases-tildeopen-llm\/\">\n\t\t\t\tTilde publisko m\u0101ksl\u012bg\u0101 intelekta modeli Eiropas valod\u0101m \u2013 TildeOpen LLM\u00a0\u00a0\t\t\t<\/a>\n\t\t<\/h4>\n\t\t\t\t<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-19394 post type-post status-publish format-standard has-post-thumbnail hentry category-blog category-llm\" role=\"listitem\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/test.tilde.ai\/lv\/blog\/human-level-ai-scientific-breakthroughs\/\" tabindex=\"-1\">\n\t\t\t<div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"476\" src=\"https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/06\/Jurgita_blogam.jpg\" class=\"attachment-full size-full wp-image-19397\" alt=\"Jurgita Kapo\u010di\u016bte-Dzikiene\" srcset=\"https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/06\/Jurgita_blogam.jpg 800w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/06\/Jurgita_blogam-300x179.jpg 300w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/06\/Jurgita_blogam-768x457.jpg 768w, https:\/\/test.tilde.ai\/wp-content\/uploads\/2025\/06\/Jurgita_blogam-18x12.jpg 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/div>\n\t\t<\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h4 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/test.tilde.ai\/lv\/blog\/human-level-ai-scientific-breakthroughs\/\">\n\t\t\t\tCilv\u0113ka l\u012bme\u0146a MI: k\u0101di ir zin\u0101tnes atkl\u0101jumi?\u00a0\t\t\t<\/a>\n\t\t<\/h4>\n\t\t\t\t<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Kas ir izg\u016b\u0161anas papla\u0161in\u0101t\u0101 \u0123ener\u0113\u0161ana (RAG)? Retrieval-Augmented Generation (RAG) ir k\u013cuvusi par sp\u0113c\u012bgu metodi lielu valodas mode\u013cu (LLM) zem\u0113\u0161anai saturam, kas piel\u0101gots konkr\u0113tiem dom\u0113niem.<\/p>","protected":false},"author":2,"featured_media":18980,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[108,136],"tags":[],"class_list":["post-18979","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","category-llm"],"_links":{"self":[{"href":"https:\/\/test.tilde.ai\/lv\/wp-json\/wp\/v2\/posts\/18979","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/test.tilde.ai\/lv\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/test.tilde.ai\/lv\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/test.tilde.ai\/lv\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/test.tilde.ai\/lv\/wp-json\/wp\/v2\/comments?post=18979"}],"version-history":[{"count":0,"href":"https:\/\/test.tilde.ai\/lv\/wp-json\/wp\/v2\/posts\/18979\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/test.tilde.ai\/lv\/wp-json\/wp\/v2\/media\/18980"}],"wp:attachment":[{"href":"https:\/\/test.tilde.ai\/lv\/wp-json\/wp\/v2\/media?parent=18979"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/test.tilde.ai\/lv\/wp-json\/wp\/v2\/categories?post=18979"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/test.tilde.ai\/lv\/wp-json\/wp\/v2\/tags?post=18979"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}