{"id":10120,"date":"2026-10-19T15:16:25","date_gmt":"2026-10-19T13:16:25","guid":{"rendered":"https:\/\/www.trusteddecisions.com\/?post_type=blog-new&#038;p=10120"},"modified":"2026-10-19T16:47:05","modified_gmt":"2026-10-19T14:47:05","slug":"human-in-the-loop","status":"publish","type":"blog-new","link":"https:\/\/www.trusteddecisions.com\/lv\/blog\/human-in-the-loop\/","title":{"rendered":"Human in the Loop: k\u0101p\u0113c MI l\u0113mumiem nepiecie\u0161ams cilv\u0113ka apstiprin\u0101jums"},"content":{"rendered":"\n<style>\n.td-summary-box { --td-gold: #9E7D42; --td-gold-light: #C9A75F; --td-dark: #3C4B53; --td-text: #555555; background: #FFFFFF; border-left: 2px solid var(--td-gold); border-bottom: 2px solid var(--td-gold); border-radius: 12px; box-shadow: 0 15px 40px rgba(0,0,0,0.08); padding: 40px 44px 34px; margin: 40px 0; width: 100%; max-width: 100%; font-family: \"Open Sans\", -apple-system, \"Helvetica Neue\", Arial, sans-serif; box-sizing: border-box; }\n.td-summary-box h2.td-summary-title { display: block; font-family: \"Open Sans\", -apple-system, \"Helvetica Neue\", Arial, sans-serif; color: var(--td-dark); font-size: 1.35rem !important; font-weight: 700; text-transform: uppercase; letter-spacing: 0.5px; line-height: 1.3 !important; margin: 0 0 26px; padding: 0 0 12px; position: relative; }\n.td-summary-box h2.td-summary-title::after { content: \"\"; position: absolute; left: 0; bottom: 0; width: 70px; height: 3px; background-color: var(--td-gold); border-radius: 2px; }\n.td-summary-box ul { list-style: none !important; margin: 0 !important; padding: 0 !important; }\n.td-summary-box ul li { position: relative; padding: 0 0 0 38px !important; margin: 0 0 16px !important; color: var(--td-text); font-size: 1rem; line-height: 1.7; list-style: none !important; }\n.td-summary-box ul li:last-child { margin-bottom: 0 !important; }\n.td-summary-box ul li::before { content: \"\" !important; position: absolute; left: 0 !important; top: 7px !important; width: 25px !important; height: 15px !important; border: none !important; border-radius: 0 !important; transform: none !important; background: url('https:\/\/www.trusteddecisions.com\/wp-content\/uploads\/2025\/02\/Design-ohne-Titel-51.png') no-repeat left center \/ contain !important; }\n.td-summary-box ul li strong { color: var(--td-dark); }\n@media (max-width: 768px) { .td-summary-box { padding: 28px 20px 24px; margin: 30px 0; } .td-summary-box h2.td-summary-title { font-size: 1.15rem !important; } .td-summary-box ul li { font-size: 0.95rem; padding-left: 34px !important; } }\n@media (prefers-reduced-motion: reduce) { .td-summary-box * { transition: none !important; } }\n<\/style>\n<div class=\"td-summary-box\">\n  <h2 class=\"td-summary-title\">Svar\u012bg\u0101kais \u012bsum\u0101<\/h2>\n  <ul>\n    <li><strong>Human in the Loop (HITL)<\/strong> apz\u012bm\u0113 MI sist\u0113mas, kur\u0101s cilv\u0113ki noteiktos punktos p\u0101rbauda, labo un apstiprina rezult\u0101tus, pirms tie st\u0101jas sp\u0113k\u0101.<\/li>\n    <li>Cilv\u0113ka apstiprin\u0101jums ir nepiecie\u0161ams visur, kur k\u013c\u016bdas ir d\u0101rgas, l\u0113mumi ir j\u0101pamato vai tiem ir juridiskas sekas.<\/li>\n    <li>ES M\u0101ksl\u012bg\u0101 intelekta akts paredz efekt\u012bvu cilv\u0113ka p\u0101rraudz\u012bbu augsta riska MI sist\u0113m\u0101m. P\u0113c Digit\u0101l\u0101 omnibusa \u0161is pien\u0101kums III pielikuma sist\u0113m\u0101m ir piem\u0113rojams no 2027. gada 2. decembra.<\/li>\n    <li>HITL k\u013c\u016bst efekt\u012bvs tikai tad, ja ir skaidri apstiprin\u0101\u0161anas krit\u0113riji, kompetenti p\u0101rbaud\u012bt\u0101ji, dokument\u0113tas iejauk\u0161an\u0101s un datu b\u0101ze, kas padara novirzes redzamas.<\/li>\n    <li>Kontroling\u0101 tas noz\u012bm\u0113: MI prognozes ir priek\u0161likumi, bet atbild\u012bba par pl\u0101no\u0161anu paliek cilv\u0113ka zi\u0146\u0101.<\/li>\n  <\/ul>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Ko noz\u012bm\u0113 Human in the Loop?<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Defin\u012bcija un termina izcelsme<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Human in the Loop apz\u012bm\u0113 pieeju, kur\u0101 cilv\u0113ki ir cie\u0161i iesaist\u012bti automatiz\u0113tas vai MI atbalst\u012btas sist\u0113mas darb\u012bbas proces\u0101. M\u0101ksl\u012bgais intelekts sniedz priek\u0161likumus, klasifik\u0101cijas vai prognozes. Cilv\u0113ks \u0161os rezult\u0101tus p\u0101rbauda, labo vai apstiprina.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">No \u0161\u012bs iesaistes rodas atgriezenisk\u0101s saites cilpa: katrs cilv\u0113ka labojums k\u0101 ievades dati atgrie\u017eas sist\u0113m\u0101 un uzlabo ML mode\u013cus vis\u0101 to dz\u012bves cikl\u0101. T\u0101d\u0113j\u0101di HITL nav vienreiz\u0113ja p\u0101rbaude, bet gan ilgsto\u0161a cilv\u0113ka un ma\u0161\u012bnas sadarb\u012bba.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Termins s\u0101kotn\u0113ji radies vad\u012bbas tehnik\u0101 un simul\u0101cij\u0101s, kur cilv\u0113ki k\u0101 vad\u012bbas cilpas da\u013ca, piem\u0113ram, vada lidojumu simulatorus. Diskusij\u0101 par m\u0101ksl\u012bgo intelektu tas ieguvis jaunu noz\u012bmi. M\u016bsdien\u0101s tas apz\u012bm\u0113 l\u0113mumus, kurus MI sist\u0113mai nevajadz\u0113tu pie\u0146emt vienai pa\u0161ai.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">B\u016btiska ir no\u0161\u0137ir\u0161ana: Human in the Loop nenoz\u012bm\u0113, ka k\u0101ds k\u0101d\u0101 br\u012bd\u012b \u0101tri uzmet aci rezult\u0101tam. Ar to saprot noteiktus kontroles punktus ar skaidr\u0101m iejauk\u0161an\u0101s ties\u012bb\u0101m.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Human in the Loop, Human on the Loop un Human out of the Loop<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Atkar\u012bb\u0101 no iesaistes pak\u0101pes iz\u0161\u0137ir tr\u012bs mode\u013cus:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Human in the Loop:<\/strong> sist\u0113ma r\u012bkojas tikai p\u0113c cilv\u0113ka apstiprin\u0101juma. Piem\u0113rs: MI ierosina kred\u012btl\u0113mumu, bet gal\u012bgo l\u0113mumu pie\u0146em kred\u012btspeci\u0101lists.<\/li>\n\n\n\n<li><strong>Human on the Loop:<\/strong> sist\u0113ma r\u012bkojas patst\u0101v\u012bgi, bet cilv\u0113ks uzrauga darb\u012bbu un jebkur\u0101 br\u012bd\u012b var iejaukties. Piem\u0113rs: automatiz\u0113ta r\u0113\u0137inu p\u0101rbaude ar izlases p\u0101rbaud\u0113m un aptur\u0113\u0161anas funkciju.<\/li>\n\n\n\n<li><strong>Human out of the Loop:<\/strong> sist\u0113ma darbojas piln\u012bgi autonomi. Cilv\u0113ki piedal\u0101s tikai projekt\u0113\u0161an\u0101 un v\u0113l\u0101k\u0101 izv\u0113rt\u0113\u0161an\u0101.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Kur\u0161 modelis ir piem\u0113rots, nosaka nevis tehnolo\u0123ija, bet konkr\u0113t\u0101 l\u0113muma risks. Daudzi uz\u0146\u0113mumi mode\u013cus kombin\u0113: ikdienas gad\u012bjumi tiek apstr\u0101d\u0101ti on the Loop re\u017e\u012bm\u0101, bet iz\u0146\u0113mumi un robe\u017egad\u012bjumi in the Loop re\u017e\u012bm\u0101.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Termini starptautiskaj\u0101 diskusij\u0101<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Literat\u016bra, standarti un pieg\u0101d\u0101t\u0101ju dokument\u0101cija par \u0161o t\u0113mu galvenok\u0101rt ir ang\u013cu valod\u0101, t\u0101p\u0113c vair\u0101ki ang\u013cu termini ir ierasti ar\u012b biznesa praks\u0113. <strong>Human oversight<\/strong> apz\u012bm\u0113 visp\u0101r\u0113ju cilv\u0113ka p\u0101rraudz\u012bbu p\u0101r AI systems, k\u0101 to ang\u013cu versij\u0101 formul\u0113 ar\u012b ES MI akts. <strong>Human control<\/strong> noz\u012bm\u0113 re\u0101lu iesp\u0113ju aptur\u0113t vai main\u012bt oper\u0101ciju.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Human feedback<\/strong> un <strong>human input<\/strong> apz\u012bm\u0113 atsauksmes, ar kur\u0101m cilv\u0113ki apm\u0101ca un uzlabo mode\u013cus. \u0122enerat\u012bvaj\u0101 MI pla\u0161i paz\u012bstama ir metode reinforcement learning from human feedback. <strong>Human interaction<\/strong> raksturo saskarnes dizainu, proti, k\u0101 cilv\u0113ki str\u0101d\u0101 ar ma\u0161\u012bn\u0101m un k\u0101da mijiedarb\u012bba proces\u0101 ir paredz\u0113ta.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Diskusij\u0101 par decision making run\u0101 ar\u012b par l\u0113mumu precizit\u0101ti (accuracy) un uzticam\u012bbu (reliability), par k\u013c\u016bd\u0101m un probl\u0113m\u0101m datu kop\u0101s un par lomu, ko uz\u0146emas izstr\u0101d\u0101t\u0101ji un biznesa lietot\u0101ji. Tipisks piem\u0113rs: izstr\u0101d\u0101t\u0101ji atbild par sist\u0113mas dizainu, bet biznesa lietot\u0101ji sniedz zin\u0101\u0161anas par konkr\u0113to kontekstu. \u0160\u0101ds darba dal\u012bjums ir katras dz\u012bvotsp\u0113j\u012bgas MI pieejas da\u013ca uz\u0146\u0113mum\u0101.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">K\u0101p\u0113c MI l\u0113mumiem nepiecie\u0161ams cilv\u0113ka apstiprin\u0101jums<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">MI sist\u0113mas daudzos uzdevumos str\u0101d\u0101 \u0101tr\u0101k un konsekvent\u0101k nek\u0101 cilv\u0113ki. Tom\u0113r ir pieci iemesli, k\u0101p\u0113c kritiskos procesos cilv\u0113ka apstiprin\u0101jums joproj\u0101m ir neaizst\u0101jams.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Atbild\u012bbu nevar dele\u0123\u0113t modelim<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Modelis nav atbild\u012bgs. Par l\u0113mumiem attiec\u012bb\u0101 uz kred\u012btiem, person\u0101lu, cen\u0101m vai bud\u017eetiem atbild\u012bgs paliek uz\u0146\u0113mums un l\u012bdz ar to konkr\u0113ta persona. Apstiprin\u0101jums padara \u0161o atbild\u012bbu redzamu, p\u0101rbaud\u0101mu un dokument\u0113jamu.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Mode\u013ci k\u013c\u016bd\u0101s robe\u017egad\u012bjumos<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">ML mode\u013ci m\u0101c\u0101s no v\u0113sturiskiem datiem. Uz situ\u0101cij\u0101m, kas apm\u0101c\u012bbas datos par\u0101d\u0101s reti vai visp\u0101r nepar\u0101d\u0101s, tie atbild ar t\u0101du pa\u0161u \u0161\u0137ietamu p\u0101rliec\u012bbu k\u0101 uz ikdienas gad\u012bjumiem. \u0160\u0101di robe\u017egad\u012bjumi (edge cases) ir, piem\u0113ram, tirgus l\u016bzumi, jauni produkti vai neparastas klientu situ\u0101cijas. Cilv\u0113ki pamana tr\u016bksto\u0161o kontekstu un var nov\u0113rt\u0113t, vai rezult\u0101ts ir ticams.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Cit\u0101di aizspriedumi un meln\u0101s kastes efekti paliek nepaman\u012bti<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Neobjekt\u012bvi dati rada neobjekt\u012bvus rezult\u0101tus. Bez cilv\u0113ka kontroles sist\u0113ma \u0161o aizspriedumu (bias) atk\u0101rto pla\u0161\u0101 m\u0113rog\u0101. \u012apa\u0161i sare\u017e\u0123\u012btos mode\u013cos, kuru l\u0113mumu lo\u0123ika l\u012bdzin\u0101s melnajai kastei, cilv\u0113ka p\u0101rbaude bie\u017ei ir vien\u012bgais punkts, kur\u0101 tiek paman\u012btas novirzes.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Izsekojam\u012bba rada uztic\u0113\u0161anos<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">L\u0113mumus, kurus cilv\u0113ks ir p\u0101rbaud\u012bjis un pamatojis, var izskaidrot klientiem, revidentiem un uzraudz\u012bbas iest\u0101d\u0113m. Tas stiprina MI pie\u0146em\u0161anu uz\u0146\u0113mum\u0101, ar\u012b pa\u0161a darbinieku vid\u016b.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Ties\u012bbu akti prasa cilv\u0113ka p\u0101rraudz\u012bbu<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Augsta riska MI sist\u0113m\u0101m ES MI akts nosaka oblig\u0101tu efekt\u012bvu cilv\u0113ka p\u0101rraudz\u012bbu. Ko tas noz\u012bm\u0113 praks\u0113, skaidro sada\u013ca par ES MI aktu t\u0101l\u0101k rakst\u0101.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Uz\u0146\u0113muma l\u0113mumu pie\u0146em\u0161anas procesiem visi pieci iemesli dod vienu secin\u0101jumu: jaut\u0101jums nav par to, vai cilv\u0113ki tiek iesaist\u012bti, bet gan kur\u0101 punkt\u0101, ar k\u0101diem krit\u0113rijiem un ar k\u0101d\u0101m pilnvar\u0101m.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">K\u0101 Human in the Loop darbojas MI sist\u0113mu dz\u012bves cikl\u0101?<\/h2>\n\n\n\n<style>\n.td-kpi-light { --td-gold: #9E7D42; --td-gold-light: #C9A75F; --td-dark: #3C4B53; --td-text: #555555; background: #FFFFFF; border-left: 2px solid var(--td-gold); border-bottom: 2px solid var(--td-gold); border-radius: 12px; box-shadow: 0 15px 40px rgba(0,0,0,0.08); padding: 44px 42px; margin: 40px 0; width: 100%; max-width: 100%; font-family: \"Open Sans\", -apple-system, \"Helvetica Neue\", Arial, sans-serif; box-sizing: border-box; }\n.td-kpi-light .td-kpi-light-header { display: flex; align-items: center; justify-content: center; gap: 12px; margin-bottom: 30px; padding-bottom: 14px; position: relative; text-align: center; }\n.td-kpi-light .td-kpi-light-header::after { content: \"\"; position: absolute; left: 50%; bottom: 0; transform: translateX(-50%); width: 80px; height: 3px; background-color: var(--td-gold); border-radius: 2px; }\n.td-kpi-light .td-kpi-light-icon { color: var(--td-gold); display: flex; }\n.td-kpi-light h3 { color: var(--td-dark); margin: 0; font-size: 1.2rem; font-weight: 700; text-transform: uppercase; letter-spacing: 0.5px; line-height: 1.35; }\n.td-kpi-light .td-kpi-light-grid { display: grid; grid-template-columns: repeat(6, 1fr); gap: 18px; }\n.td-kpi-light .td-kpi-light-card { grid-column: span 2; background: #FAF9F7; border: 1px solid #ECE8E0; border-radius: 10px; padding: 22px 22px 24px; box-sizing: border-box; transition: transform 0.25s ease, box-shadow 0.25s ease, border-color 0.25s ease; }\n.td-kpi-light .td-kpi-light-card:nth-child(4), .td-kpi-light .td-kpi-light-card:nth-child(5) { grid-column: span 3; }\n.td-kpi-light .td-kpi-light-card:hover { transform: translateY(-3px); box-shadow: 0 10px 24px rgba(158,125,66,0.12); border-color: var(--td-gold-light); }\n.td-kpi-light .td-kpi-light-card strong { display: block; color: var(--td-gold); font-size: 0.82rem; font-weight: 700; text-transform: uppercase; letter-spacing: 1px; margin-bottom: 10px; }\n.td-kpi-light .td-kpi-light-card p { margin: 0; color: var(--td-text); font-size: 0.9rem; line-height: 1.65; }\n@media (max-width: 768px) { .td-kpi-light { padding: 28px 20px; margin: 30px 0; } .td-kpi-light .td-kpi-light-header { justify-content: flex-start; text-align: left; } .td-kpi-light .td-kpi-light-header::after { left: 0; transform: none; } .td-kpi-light h3 { font-size: 1.05rem; } .td-kpi-light .td-kpi-light-grid { grid-template-columns: 1fr; } .td-kpi-light .td-kpi-light-card, .td-kpi-light .td-kpi-light-card:nth-child(4), .td-kpi-light .td-kpi-light-card:nth-child(5) { grid-column: span 1; } }\n@media (prefers-reduced-motion: reduce) { .td-kpi-light .td-kpi-light-card { transition: none; } .td-kpi-light .td-kpi-light-card:hover { transform: none; } }\n<\/style>\n<div class=\"td-kpi-light\">\n  <div class=\"td-kpi-light-header\">\n    <div class=\"td-kpi-light-icon\"><svg width=\"26\" height=\"26\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\"><line x1=\"18\" y1=\"20\" x2=\"18\" y2=\"10\"><\/line><line x1=\"12\" y1=\"20\" x2=\"12\" y2=\"4\"><\/line><line x1=\"6\" y1=\"20\" x2=\"6\" y2=\"14\"><\/line><\/svg><\/div>\n    <h3>R\u0101d\u012bt\u0101ji efekt\u012bvai Human in the Loop vad\u012bbai<\/h3>\n  <\/div>\n  <div class=\"td-kpi-light-grid\">\n    <div class=\"td-kpi-light-card\"><strong>Iejauk\u0161an\u0101s \u012bpatsvars<\/strong><p>Gad\u012bjumu da\u013ca, ko p\u0101rbauda cilv\u0113ks, nevis apstiprina autom\u0101tiski.<\/p><\/div>\n    <div class=\"td-kpi-light-card\"><strong>Noraid\u012bjumu \u012bpatsvars<\/strong><p>P\u0101rbaud\u012bto gad\u012bjumu da\u013ca, kuros cilv\u0113ks maina vai noraida MI priek\u0161likumu.<\/p><\/div>\n    <div class=\"td-kpi-light-card\"><strong>P\u0101rliec\u012bbas slieksnis<\/strong><p>Mode\u013ca p\u0101rliec\u012bbas v\u0113rt\u012bba, zem kuras gad\u012bjums oblig\u0101ti tiek nodots apstiprin\u0101\u0161anai.<\/p><\/div>\n    <div class=\"td-kpi-light-card\"><strong>K\u013c\u016bdu \u012bpatsvars p\u0113c apstiprin\u0101\u0161anas<\/strong><p>Apstiprin\u0101to rezult\u0101tu da\u013ca, kas v\u0113l\u0101k izr\u0101d\u0101s k\u013c\u016bdaini. Par\u0101da p\u0101rbaudes kvalit\u0101ti.<\/p><\/div>\n    <div class=\"td-kpi-light-card\"><strong>Apstiprin\u0101\u0161anas ilgums<\/strong><p>Laiks no MI priek\u0161likuma l\u012bdz cilv\u0113ka l\u0113mumam. Par\u0101da, vai HITL bremz\u0113 procesu.<\/p><\/div>\n  <\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">Human in the Loop tiek piem\u0113rots divos posmos: mode\u013ca apm\u0101c\u012bb\u0101 un t\u0101 ikdienas darb\u012bb\u0101. Abiem posmiem nepiecie\u0161amas at\u0161\u0137ir\u012bgas zin\u0101\u0161anas un at\u0161\u0137ir\u012bgas lomas.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Apm\u0101c\u012bba: anot\u0113\u0161ana un cilv\u0113ka atgriezenisk\u0101 saite<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Daudziem ma\u0161\u012bnm\u0101c\u012b\u0161an\u0101s mode\u013ciem ir vajadz\u012bgi dati, kurus cilv\u0113ki iepriek\u0161 anot\u0113ju\u0161i, piem\u0113ram, k\u0101 pareizus vai k\u013c\u016bdainus atz\u012bm\u0113ti dokumenti vai klasific\u0113ti klientu piepras\u012bjumi. Speci\u0101listi ar\u012b p\u0101rbauda, vai apm\u0101c\u012bbas dati ir piln\u012bgi un reprezentat\u012bvi.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Akt\u012bvaj\u0101 m\u0101c\u012b\u0161an\u0101s proces\u0101 modelis m\u0113r\u0137tiec\u012bgi atlasa gad\u012bjumus, kuros tas ir visnedro\u0161\u0101kais, un nodod cilv\u0113kam tikai tos. T\u0101 ar ierobe\u017eotu piep\u016bli tiek pan\u0101kts liels m\u0101c\u012b\u0161an\u0101s efekts.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Darb\u012bba: valid\u0101cija, robe\u017egad\u012bjumi un atgriezenisk\u0101s saites cilpa<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Darb\u012bbas laik\u0101 cilv\u0113ki p\u0101rbauda rezult\u0101tus, pirms tie st\u0101jas sp\u0113k\u0101. Labi sevi ir pier\u0101d\u012bjis sliek\u0161\u0146a princips: ja mode\u013ca p\u0101rliec\u012bbas l\u012bmenis p\u0101rsniedz noteiktu v\u0113rt\u012bbu, gad\u012bjums turpin\u0101s autom\u0101tiski. Ja tas ir zem\u0101ks, gad\u012bjums tiek nodots p\u0101rbaudei cilv\u0113kam.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Katra iejauk\u0161an\u0101s tiek dokument\u0113ta un tiek izmantota n\u0101kamaj\u0101 apm\u0101c\u012bbas k\u0101rt\u0101. \u0160\u012b atgriezenisk\u0101s saites cilpa pak\u0101peniski palielina sist\u0113mas precizit\u0101ti un uzticam\u012bbu. Vienlaikus t\u0101 par\u0101da, kur uzkr\u0101jas k\u013c\u016bdas un kur j\u0101uzlabo procesi vai datu avoti.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Lai cilpa b\u016btu vad\u0101ma, tai ir vajadz\u012bgi r\u0101d\u012bt\u0101ji. Cik bie\u017ei p\u0101rbaud\u012bt\u0101ji iejaucas? Cik bie\u017ei vi\u0146i noraida mode\u013ca ieteikumu? Cik ilgi aiz\u0146em apstiprin\u0101\u0161ana? Tikai \u0161\u012bs v\u0113rt\u012bbas par\u0101da, vai HITL darbojas vai tikai pat\u0113r\u0113 laiku.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">HITL priek\u0161roc\u012bbas un ierobe\u017eojumi<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Precizit\u0101te, aizspriedumu kontrole un izsekojam\u012bba<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Human in the Loop apvieno MI \u0101trumu ar cilv\u0113ka spriestsp\u0113ju. Priek\u0161roc\u012bbas izpau\u017eas trij\u0101s jom\u0101s:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Precizit\u0101te:<\/strong> cilv\u0113ka p\u0101rbaude notver k\u013c\u016bdas, pirms t\u0101m ir sekas, un atgriezenisk\u0101 saite past\u0101v\u012bgi uzlabo mode\u013cus.<\/li>\n\n\n\n<li><strong>Aizspriedumu kontrole:<\/strong> p\u0101rbaud\u012bt\u0101ji pamana novirzes, kas testa datos nebija redzamas, un var t\u0101s nov\u0113rst.<\/li>\n\n\n\n<li><strong>Izsekojam\u012bba:<\/strong> dokument\u0113ti apstiprin\u0101jumi rada p\u0101rredzam\u012bbu un atvieglo \u0113tisku l\u0113mumu pie\u0146em\u0161anu, k\u0101 ar\u012b atbild\u012bbu tre\u0161aj\u0101m person\u0101m.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">M\u0113rogojam\u012bba, izmaksas un automatiz\u0101cijas aizspriedums<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">HITL ir ar\u012b ierobe\u017eojumi, kas vad\u012bt\u0101jiem j\u0101zina. Katra manu\u0101la p\u0101rbaude prasa laiku un person\u0101lu. Tas, kur\u0161 liek apstiprin\u0101t katru gad\u012bjumu, zaud\u0113 automatiz\u0101cijas efektivit\u0101tes ieguvumu.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Turkl\u0101t past\u0101v automatiz\u0101cijas aizspriedums (automation bias): cilv\u0113kiem ir tendence sekot ma\u0161\u012bnas ieteikumiem, \u012bpa\u0161i laika spiedien\u0101. Apstiprin\u0101jums, kas tiek dots 98 procentos gad\u012bjumu, bie\u017ei vairs nav \u012bsta p\u0101rbaude. Ar\u012b cilv\u0113ki k\u013c\u016bd\u0101s un ne vienm\u0113r sprie\u017e konsekventi.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Risin\u0101jums ir uz risku balst\u012bts dizains: cilv\u0113ka p\u0101rbaude tur, kur t\u0101 dod rezult\u0101tu, automatiz\u0101cija tur, kur risks ir zems.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Pielietojuma jomas no medic\u012bnas l\u012bdz finans\u0113m<\/h2>\n\n\n\n<style>\n.td-table-light { --td-gold: #9E7D42; --td-dark: #3C4B53; --td-text: #555555; width: 100%; max-width: 100%; margin: 40px 0; overflow-x: auto; -webkit-overflow-scrolling: touch; background: #FFFFFF; border-left: 2px solid var(--td-gold); border-bottom: 2px solid var(--td-gold); border-radius: 12px; box-shadow: 0 15px 40px rgba(0,0,0,0.08); box-sizing: border-box; }\n.td-table-light table { width: 100%; min-width: 620px; border-collapse: collapse; font-family: \"Open Sans\", -apple-system, \"Helvetica Neue\", Arial, sans-serif; text-align: left; margin: 0; border: none; }\n.td-table-light th { background: #F4F3F0; color: var(--td-dark); padding: 18px 22px; font-size: 0.78rem; font-weight: 700; text-transform: uppercase; letter-spacing: 1px; line-height: 1.4; vertical-align: bottom; border: none; border-bottom: 2px solid var(--td-gold); }\n.td-table-light td { padding: 16px 22px; color: var(--td-text); font-size: 0.9rem; line-height: 1.65; vertical-align: top; border: none; border-bottom: 1px solid #ECE8E0; }\n.td-table-light tbody tr { transition: background-color 0.25s ease; }\n.td-table-light tbody tr:nth-child(even) { background: #FAF9F7; }\n.td-table-light tbody tr:hover { background: #F4EFE4; }\n.td-table-light tbody tr:last-child td { border-bottom: none; }\n.td-table-light td strong { color: var(--td-dark); font-weight: 700; }\n@media (max-width: 768px) { .td-table-light { margin: 30px 0; } .td-table-light table { min-width: 580px; } .td-table-light th { padding: 14px 16px; font-size: 0.72rem; } .td-table-light td { padding: 14px 16px; font-size: 0.85rem; } }\n@media (prefers-reduced-motion: reduce) { .td-table-light tbody tr { transition: none; } }\n<\/style>\n<div class=\"td-table-light\" tabindex=\"0\" role=\"region\" aria-label=\"Human in the Loop p\u0113c pielietojuma jomas\">\n  <table>\n    <thead>\n      <tr><th>Pielietojuma joma<\/th><th>Cilv\u0113ka iejauk\u0161an\u0101s punkts<\/th><th>Risks bez apstiprin\u0101juma<\/th><\/tr>\n    <\/thead>\n    <tbody>\n      <tr><td><strong>Medic\u012bnisk\u0101 diagnostika<\/strong><\/td><td>\u0100rsts apstiprina vai noraida MI atradi<\/td><td>K\u013c\u016bdaina diagnoze un atbild\u012bbas risks<\/td><\/tr>\n      <tr><td><strong>Kredit\u0113\u0161ana<\/strong><\/td><td>Kred\u012btspeci\u0101lists izlemj par MI priek\u0161likumu<\/td><td>K\u013c\u016bdaini l\u0113mumi un diskrimin\u0101cija, augsta riska MI saska\u0146\u0101 ar MI aktu<\/td><\/tr>\n      <tr><td><strong>Kr\u0101p\u0161anas atkl\u0101\u0161ana<\/strong><\/td><td>Anal\u012bti\u0137is p\u0101rbauda aizdom\u012bgo gad\u012bjumu pirms konta blo\u0137\u0113\u0161anas<\/td><td>Nepamatoti blo\u0137\u0113ti klienti un reput\u0101cijas kait\u0113jums<\/td><\/tr>\n      <tr><td><strong>Klientu apkalpo\u0161ana<\/strong><\/td><td>Darbinieki p\u0101rbauda MI atbildi pirms nos\u016bt\u012b\u0161anas<\/td><td>Nepareizi sol\u012bjumi un uztic\u012bbas zudums<\/td><\/tr>\n      <tr><td><strong>Person\u0101la atlase<\/strong><\/td><td>Atlases speci\u0101listi izdara izv\u0113li p\u0113c MI priek\u0161atlases<\/td><td>Diskrimin\u0101cija, augsta riska MI saska\u0146\u0101 ar MI aktu<\/td><\/tr>\n      <tr><td><strong>Kontrolings un pl\u0101no\u0161ana<\/strong><\/td><td>Kontrolieris apstiprina MI prognozi<\/td><td>K\u013c\u016bdaina bud\u017eetu un likvidit\u0101tes vad\u012bba<\/td><\/tr>\n    <\/tbody>\n  <\/table>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">Human in the Loop ir sastopams visur, kur MI atbalst\u012btiem l\u0113mumiem ir b\u016btiskas sekas. Lietojuma gad\u012bjumi at\u0161\u0137iras galvenok\u0101rt ar to, kur\u0101 punkt\u0101 iejaucas cilv\u0113ks.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Medic\u012bniskaj\u0101 diagnostik\u0101<\/strong> MI att\u0113ldatos iez\u012bm\u0113 aizdom\u012bgas atrades, bet diagnozi nosaka \u0101rsts. <strong>Finan\u0161u nozar\u0113<\/strong> mode\u013ci ierosina kred\u012btl\u0113mumus vai zi\u0146o par aizdom\u012bgiem dar\u012bjumiem, bet anal\u012bti\u0137i p\u0101rbauda gad\u012bjumus, pirms tiek blo\u0137\u0113ti konti vai noraid\u012bti kred\u012bti.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Autonomaj\u0101 mobilit\u0101t\u0113<\/strong> vad\u012bbu p\u0101r\u0146em cilv\u0113ks, ja sist\u0113ma nevar dro\u0161i nov\u0113rt\u0113t situ\u0101ciju. <strong>Klientu apkalpo\u0161an\u0101<\/strong> MI asistenti sagatavo atbil\u017eu projektus, kurus darbinieki pirms nos\u016bt\u012b\u0161anas p\u0101rbauda. <strong>Person\u0101la vad\u012bb\u0101<\/strong> sist\u0113mas iepriek\u0161 sa\u0161\u0137iro pieteikumus, bet atlasi veic cilv\u0113ki.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Visiem piem\u0113riem kop\u012bgs ir viens: modelis pa\u0101trina, cilv\u0113ks izlemj. Sadarb\u012bba ir skaidri sadal\u012bta, un sist\u0113mas uzraudz\u012bba nebeidzas l\u012bdz ar ievie\u0161anu.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Human in the Loop un ES MI akts<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Ko 14. pants prasa attiec\u012bb\u0101 uz cilv\u0113ka p\u0101rraudz\u012bbu<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/eur-lex.europa.eu\/eli\/reg\/2024\/1689\/oj\" target=\"_blank\" rel=\"noopener noreferrer\">ES M\u0101ksl\u012bg\u0101 intelekta akts (Regula (ES) 2024\/1689)<\/a> nosaka cilv\u0113ka p\u0101rraudz\u012bbu par oblig\u0101tu augsta riska MI sist\u0113m\u0101m. \u0160\u0101 akta 14. pants prasa, lai \u0161\u0101das sist\u0113mas b\u016btu izstr\u0101d\u0101tas t\u0101, ka fiziskas personas var efekt\u012bvi t\u0101s p\u0101rraudz\u012bt to lieto\u0161anas laik\u0101. M\u0113r\u0137is ir nov\u0113rst vai mazin\u0101t riskus vesel\u012bbai, dro\u0161\u012bbai un pamatties\u012bb\u0101m.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Person\u0101m, kas veic p\u0101rraudz\u012bbu, ir j\u0101izprot sist\u0113mas sp\u0113jas un ierobe\u017eojumi, pareizi j\u0101interpret\u0113 t\u0101s rezult\u0101ti un apzin\u0101ti j\u0101sp\u0113j pie\u0146emt l\u0113mumu pret\u0113ji ieteikumam. T\u0101m ar\u012b j\u0101sp\u0113j sist\u0113mu aptur\u0113t vai ne\u0146emt v\u0113r\u0101 t\u0101s rezult\u0101tu. Regul\u0101 skaidri min\u0113ts risks p\u0101r\u0101k pa\u013cauties uz ma\u0161\u012bnas rezult\u0101tiem.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Augsta riska MI ietver, piem\u0113ram, sist\u0113mas nodarbin\u0101t\u012bbas un person\u0101la atlases, kred\u012btsp\u0113jas nov\u0113rt\u0113\u0161anas, kritisk\u0101s infrastrukt\u016bras un izgl\u012bt\u012bbas jom\u0101. Uz\u0146\u0113mumiem tas noz\u012bm\u0113: kas izmanto MI \u0161aj\u0101s jom\u0101s, tam ir vajadz\u012bga pier\u0101d\u0101ma HITL koncepcija.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Jauni termi\u0146i p\u0113c Digit\u0101l\u0101 omnibusa<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Ar <a href=\"https:\/\/eur-lex.europa.eu\/eli\/reg\/2026\/1744\/oj\" target=\"_blank\" rel=\"noopener noreferrer\">Digit\u0101lo omnibusu par MI (Regula (ES) 2026\/1744)<\/a> ES ir atlikusi augsta riska pien\u0101kumu piem\u0113ro\u0161anu. Regula tika public\u0113ta Ofici\u0101laj\u0101 V\u0113stnes\u012b 2026. gada 24. j\u016blij\u0101. Patst\u0101v\u012bg\u0101m augsta riska sist\u0113m\u0101m saska\u0146\u0101 ar III pielikumu pien\u0101kumi tagad ir piem\u0113rojami no 2027. gada 2. decembra, bet MI regul\u0113tos produktos saska\u0146\u0101 ar I pielikumu no 2028. gada 2. augusta.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Atlik\u0161ana ir atelpa, nevis trauksmes atsauk\u0161ana. Pien\u0101kums nodro\u0161in\u0101t darbinieku MI prat\u012bbu saska\u0146\u0101 ar 4. pantu ir sp\u0113k\u0101 jau kop\u0161 2025. gada febru\u0101ra. Turkl\u0101t efekt\u012bvu p\u0101rraudz\u012bbas koncepciju nevar ieviest \u012bsi pirms termi\u0146a beig\u0101m, jo t\u0101 skar procesus, lomas un datus.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Human in the Loop kontroling\u0101 un uz\u0146\u0113muma pl\u0101no\u0161an\u0101<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">MI prognozes ar apstiprin\u0101\u0161anas soli<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Kontroling\u0101 MI ien\u0101k galvenok\u0101rt ar prognoz\u0113m. <a href=\"https:\/\/www.trusteddecisions.com\/lv\/blog\/prognozesanas-analize-uz-nakotni-orientetas-uznemumu-strategijas\/\">Prognoz\u0113jo\u0161\u0101s anal\u012bzes<\/a> mode\u013ci atpaz\u012bst likumsakar\u012bbas p\u0101rdo\u0161anas, izmaksu un likvidit\u0101tes datos \u0101tr\u0101k nek\u0101 jebkura manu\u0101la anal\u012bze. Tom\u0113r l\u0113mums par prognozi, bud\u017eetu vai pas\u0101kumu joproj\u0101m ir vad\u012bbas l\u0113mums.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Praktisks HITL modelis <a href=\"https:\/\/www.trusteddecisions.com\/lv\/blog\/prognozu-planosana-un-klientu-analize-ka-veiksmigi-planot\/\">progno\u017eu pl\u0101no\u0161anai<\/a> izskat\u0101s \u0161\u0101di: MI sagatavo priek\u0161likumu katram pl\u0101no\u0161anas objektam. Novirzes, kas p\u0101rsniedz noteiktu pielaidi sal\u012bdzin\u0101jum\u0101 ar iepriek\u0161\u0113jo gadu vai p\u0113d\u0113jo pl\u0101nu, tiek atz\u012bm\u0113tas un nodotas atbild\u012bgajam kontrolierim. Vi\u0146\u0161 apstiprina, kori\u0123\u0113 vai noraida priek\u0161likumu un pamato savu l\u0113mumu sist\u0113m\u0101. T\u0101d\u0113j\u0101di katrs pl\u0101na skaitlis paliek piesaist\u012bts atbild\u012bgai personai.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Datu b\u0101ze un pl\u0101no\u0161anas arhitekt\u016bra kontroles punktiem<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Kontroles punkts ir tik labs, cik labi ir dati, uz kuriem tas balst\u0101s. P\u0101rbaud\u012bt\u0101jiem vajadz\u012bgs ne tikai MI rezult\u0101ts, bet ar\u012b t\u0101 izcelsme: virz\u012bt\u0101jfaktori, sal\u012bdzin\u0101juma v\u0113rt\u012bbas, datu avots un datu st\u0101voklis. Bez \u0161\u0101das p\u0101rredzam\u012bbas apstiprin\u0101\u0161ana k\u013c\u016bst par formalit\u0101ti.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">No t\u0101 izriet tr\u012bs pras\u012bbas arhitekt\u016brai. Pirmk\u0101rt, konsekventa datu b\u0101ze ar uzticamu <a href=\"https:\/\/www.trusteddecisions.com\/lv\/blog\/datu-kvalitates-parvaldiba-ka-kontroles-cilpa-kpi-darbibas-modelis-un-roi\/\">datu kvalit\u0101tes p\u0101rvald\u012bbu<\/a>, lai novirzes b\u016btu \u012bsti sign\u0101li, nevis datu k\u013c\u016bdas. Otrk\u0101rt, pl\u0101no\u0161anas sist\u0113mas, kas rev\u012bzijdro\u0161i saglab\u0101 versijas, koment\u0101rus un apstiprin\u0101jumus, k\u0101 to nodro\u0161ina t\u0101di risin\u0101jumi k\u0101 Corporate Planner. Tre\u0161k\u0101rt, inform\u0101cijas pane\u013ci, piem\u0113ram, Qlik, kas padara redzamus iejauk\u0161an\u0101s r\u0101d\u012bt\u0101jus un novirzes.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Tikai tad, kad \u0161ie tr\u012bs l\u012bme\u0146i darbojas kop\u0101, Human in the Loop no principa k\u013c\u016bst par vad\u0101mu procesu.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">K\u0101 pareizi veidot apstiprin\u0101\u0161anu: \u010detri principi praksei<\/h2>\n\n\n\n<style>\n.td-premium-cta-split { display: flex; flex-direction: column; background-color: #FFFFFF; border-radius: 12px; overflow: hidden; width: 100%; max-width: 100%; margin: 60px 0; box-shadow: 0 15px 40px rgba(0,0,0,0.08); border-left: 2px solid #9E7D42; border-bottom: 2px solid #9E7D42; box-sizing: border-box; font-family: \"Open Sans\", -apple-system, sans-serif; }\n.td-premium-cta-visual { width: 100%; height: 300px; background-image: url('https:\/\/www.trusteddecisions.com\/wp-content\/uploads\/2026\/10\/human-in-the-loop-titelbild.webp'); background-size: cover; background-position: center; position: relative; overflow: hidden; }\n.td-premium-cta-visual::after { content: \"\"; position: absolute; top: 0; left: 0; width: 100%; height: 100%; background: linear-gradient(180deg, rgba(60, 75, 83, 0.2) 0%, rgba(255, 255, 255, 0.3) 100%); z-index: 1; }\n.td-premium-cta-content { padding: 50px 40px; display: flex; flex-direction: column; justify-content: center; align-items: center; background-color: #FFFFFF; text-align: center; }\n.td-premium-cta-logo { max-width: 200px; height: auto; margin-bottom: 25px; display: block; }\n.td-premium-cta-title { color: #3C4B53; font-weight: 700; font-size: 1.8rem; line-height: 1.3; margin-bottom: 20px; text-transform: uppercase; letter-spacing: 0.5px; position: relative; padding-bottom: 12px; }\n.td-premium-cta-title::after { content: \"\"; position: absolute; bottom: 0; left: 50%; transform: translateX(-50%); width: 80px; height: 3px; background-color: #9E7D42; border-radius: 2px; }\n.td-premium-cta-text { color: #555555; font-size: 1rem; line-height: 1.7; margin-bottom: 30px; max-width: 650px; }\n.td-premium-cta-text strong { color: #3C4B53; }\n.td-premium-cta-button { display: inline-block; background-color: #9E7D42; color: #FFFFFF !important; font-weight: 700; font-size: 1rem; text-transform: uppercase; letter-spacing: 1px; text-decoration: none; padding: 16px 35px; border-radius: 50px; border: 2px solid #9E7D42; transition: transform 0.3s ease, background-color 0.3s ease; box-shadow: 0 8px 20px rgba(158,125,66,0.15); }\n.td-premium-cta-button:hover { background-color: #3C4B53; border-color: #3C4B53; transform: translateY(-3px) scale(1.02); }\n@media (max-width: 768px) { .td-premium-cta-split { margin: 40px 0; } .td-premium-cta-visual { height: 200px; } .td-premium-cta-content { padding: 35px 20px; } .td-premium-cta-title { font-size: 1.4rem; } .td-premium-cta-button { width: 100%; box-sizing: border-box; } }\n<\/style>\n<div class=\"td-premium-cta-split\">\n  <div class=\"td-premium-cta-visual\">&nbsp;<\/div>\n  <div class=\"td-premium-cta-content\">\n    <img decoding=\"async\" class=\"td-premium-cta-logo\" src=\"https:\/\/www.trusteddecisions.com\/wp-content\/uploads\/2023\/11\/cropped-TD-Logo-Transparent_250x76.png\" alt=\"Trusted Decisions Logo\" \/> \n    <span class=\"td-premium-cta-title\">MI l\u0113mumu dro\u0161a vad\u012bba<\/span>\n    <p class=\"td-premium-cta-text\"><strong>Sistem\u0101tiska kontrole:<\/strong> M\u0113s apvienojam MI atbalst\u012btas prognozes un pl\u0101nus ar skaidriem apstiprin\u0101\u0161anas procesiem, uzticamiem datiem un p\u0101rredzamiem inform\u0101cijas pane\u013ciem Qlik un Corporate Planner.<\/p>\n    <a class=\"td-premium-cta-button\" href=\"https:\/\/kontakt.trusteddecisions.com\/kontakt\/page_ghq1xw\/\">Vienoties par sarunu<\/a>\n  <\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">K\u0101 ieviest HITL t\u0101, lai tas aizsarg\u0101tu, bet nebremz\u0113tu? Praks\u0113 sevi ir pier\u0101d\u012bju\u0161i \u010detri principi.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Noteikt kontroles punktus pirms automatiz\u0101cijas<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Pirms ievie\u0161anas nosakiet, kuriem l\u0113mumiem nepiecie\u0161ams apstiprin\u0101jums un no k\u0101da sliek\u0161\u0146a. Pamats ir riska nov\u0113rt\u0113jums katram procesa solim: cik maks\u0101 k\u013c\u016bda, cik \u0101tri to pamana, kuru t\u0101 skar?<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Padar\u012bt apstiprin\u0101\u0161anas krit\u0113rijus saprotamus ma\u0161\u012bn\u0101m un cilv\u0113kiem<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">P\u0101rbaud\u012bt\u0101jiem vajadz\u012bgi skaidri krit\u0113riji, nevis intuit\u012bvi l\u0113mumi. Sist\u0113mai pie katra priek\u0161likuma j\u0101par\u0101da, k\u0101p\u0113c t\u0101 non\u0101kusi pie \u0161\u0101da rezult\u0101ta un cik p\u0101rliecin\u0101ta t\u0101 ir.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Iedz\u012bvin\u0101t atgriezenisk\u0101s saites cilpas k\u0101 rut\u012bnu<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Labojumi ir struktur\u0113ti j\u0101re\u0123istr\u0113 un regul\u0101ri j\u0101izv\u0113rt\u0113. Tikai t\u0101 modelis m\u0101c\u0101s, un tikai t\u0101 organiz\u0101cija saprot, kur j\u0101uzlabo procesi vai dati.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Skaidri noteikt atbild\u012bbu un iejauk\u0161an\u0101s ties\u012bbas<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Nosakiet, kur\u0161 dr\u012bkst apstiprin\u0101t, kur\u0161 eskal\u0113 un kur\u0161 var aptur\u0113t sist\u0113mu. P\u0101rbaud\u012bt\u0101jiem vajadz\u012bgs laiks, apm\u0101c\u012bba un skaidrs atbalsts, lai vi\u0146i var\u0113tu iebilst modelim. P\u0101rbaud\u012bt\u0101js, kur\u0161 laika spiedien\u0101 tikai apstiprina, ir \u0161\u0137ietama kontrole.<\/p>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Bie\u017e\u0101k uzdotie jaut\u0101jumi par Human in the Loop<\/h2>\n\n\n\n<style>\n.td-faq-box { --td-gold: #9E7D42; --td-gold-light: #C9A75F; --td-dark: #3C4B53; --td-text: #555555; background: #FFFFFF; border-radius: 12px; box-shadow: 0 15px 40px rgba(0,0,0,0.08); margin: 30px 0 40px; width: 100%; max-width: 100%; font-family: \"Open Sans\", -apple-system, \"Helvetica Neue\", Arial, sans-serif; box-sizing: border-box; overflow: hidden; }\n.td-faq-box details { border-bottom: 1px solid #ECE8E0; }\n.td-faq-box details:last-child { border-bottom: none; }\n.td-faq-box summary { list-style: none; cursor: pointer; display: flex; align-items: center; justify-content: space-between; gap: 18px; padding: 22px 30px; transition: background-color 0.25s ease; }\n.td-faq-box summary::-webkit-details-marker { display: none; }\n.td-faq-box summary:hover { background: #FAF9F7; }\n.td-faq-box summary:focus-visible { outline: 2px solid var(--td-gold); outline-offset: -2px; }\n.td-faq-box summary h3 { margin: 0 !important; padding: 0; font-family: inherit; color: var(--td-dark); font-size: 1.05rem !important; font-weight: 700; line-height: 1.45 !important; }\n.td-faq-box summary::after { content: \"+\"; flex: 0 0 auto; width: 30px; height: 30px; border-radius: 50%; border: 2px solid var(--td-gold); color: var(--td-gold); font-size: 1.2rem; font-weight: 700; line-height: 26px; text-align: center; box-sizing: border-box; transition: transform 0.25s ease; }\n.td-faq-box details[open] summary::after { content: \"\\2212\"; }\n.td-faq-box details[open] summary { background: #FAF9F7; }\n.td-faq-box .td-faq-boxnswer { padding: 0 30px 24px; background: #FAF9F7; }\n.td-faq-box .td-faq-boxnswer p { margin: 0; color: var(--td-text); font-size: 0.98rem; line-height: 1.7; }\n.td-faq-box .td-faq-boxnswer a { color: var(--td-gold); }\n@media (max-width: 768px) { .td-faq-box { margin: 24px 0 30px; } .td-faq-box summary { padding: 18px 18px; } .td-faq-box summary h3 { font-size: 0.98rem !important; } .td-faq-box .td-faq-boxnswer { padding: 0 18px 20px; } }\n@media (prefers-reduced-motion: reduce) { .td-faq-box summary, .td-faq-box summary::after { transition: none; } }\n<\/style>\n<div class=\"td-faq-box\">\n  <details>\n    <summary><h3>Kas ir Human in the Loop koncepcija?<\/h3><\/summary>\n    <div class=\"td-faq-boxnswer\"><p>Human in the Loop ir koncepcija, kur\u0101 cilv\u0113ki noteiktos punktos valid\u0113, labo vai apstiprina MI rezult\u0101tus. Cilv\u0113ka atgriezenisk\u0101 saite atgrie\u017eas sist\u0113m\u0101 un nep\u0101rtraukti uzlabo mode\u013cus.<\/p><\/div>\n  <\/details>\n  <details>\n    <summary><h3>K\u0101da ir at\u0161\u0137ir\u012bba starp Human in the Loop un Human on the Loop?<\/h3><\/summary>\n    <div class=\"td-faq-boxnswer\"><p>Human in the Loop gad\u012bjum\u0101 sist\u0113ma r\u012bkojas tikai p\u0113c cilv\u0113ka apstiprin\u0101juma. Human on the Loop gad\u012bjum\u0101 t\u0101 r\u012bkojas patst\u0101v\u012bgi, bet cilv\u0113ks uzrauga darb\u012bbu un vajadz\u012bbas gad\u012bjum\u0101 iejaucas.<\/p><\/div>\n  <\/details>\n  <details>\n    <summary><h3>Vai HITL uzlabo ML sist\u0113mu precizit\u0101ti?<\/h3><\/summary>\n    <div class=\"td-faq-boxnswer\"><p>J\u0101. Cilv\u0113ka p\u0101rbaude notver k\u013c\u016bdas darb\u012bbas laik\u0101, un dokument\u0113tie labojumi kalpo k\u0101 papildu apm\u0101c\u012bbas dati. T\u0101d\u0113j\u0101di mode\u013cu precizit\u0101te un piel\u0101go\u0161an\u0101s sp\u0113ja laika gait\u0101 palielin\u0101s.<\/p><\/div>\n  <\/details>\n  <details>\n    <summary><h3>K\u0101da ir cilv\u0113ku loma MI mode\u013cu apm\u0101c\u012bb\u0101?<\/h3><\/summary>\n    <div class=\"td-faq-boxnswer\"><p>Cilv\u0113ki anot\u0113 apm\u0101c\u012bbas datus, p\u0101rbauda to piln\u012bgumu un novirzes un v\u0113rt\u0113 mode\u013cu rezult\u0101tus. \u0122enerat\u012bvaj\u0101 MI \u0161\u0101di v\u0113rt\u0113jumi caur cilv\u0113ka atgriezenisko saiti tie\u0161i non\u0101k apm\u0101c\u012bb\u0101.<\/p><\/div>\n  <\/details>\n  <details>\n    <summary><h3>Vai ChatGPT ir Human in the Loop?<\/h3><\/summary>\n    <div class=\"td-faq-boxnswer\"><p>Apm\u0101c\u012bb\u0101 j\u0101: t\u0101di valodas mode\u013ci k\u0101 ChatGPT cita starp\u0101 tika pilnveidoti ar metodi reinforcement learning from human feedback, kur\u0101 cilv\u0113ki v\u0113rt\u0113 atbildes. Lieto\u0161an\u0101 Human in the Loop process rodas tikai tad, ja lietot\u0101ji p\u0101rbauda rezult\u0101tus, pirms tos izmanto.<\/p><\/div>\n  <\/details>\n  <details>\n    <summary><h3>Vai a\u0123entu MI ir Human in the Loop?<\/h3><\/summary>\n    <div class=\"td-faq-boxnswer\"><p>Ne autom\u0101tiski. MI a\u0123enti patst\u0101v\u012bgi izpilda uzdevumus vair\u0101kos so\u013cos. Vai cilv\u0113ks ir iesaist\u012bts, ir atkar\u012bgs no konfigur\u0101cijas. Kritisk\u0101m darb\u012bb\u0101m, piem\u0113ram, maks\u0101jumiem, l\u012bgumu izmai\u0146\u0101m vai sazi\u0146ai ar klientiem, apstiprin\u0101\u0161anas so\u013ciem j\u0101b\u016bt ieb\u016bv\u0113tiem past\u0101v\u012bgi.<\/p><\/div>\n  <\/details>\n  <details>\n    <summary><h3>Kur Human in the Loop izmanto praks\u0113?<\/h3><\/summary>\n    <div class=\"td-faq-boxnswer\"><p>Tipiskas pielietojuma jomas ir medic\u012bnisk\u0101 diagnostika, kred\u012btl\u0113mumi un kr\u0101p\u0161anas atkl\u0101\u0161ana finan\u0161u nozar\u0113, autonom\u0101 mobilit\u0101te, klientu apkalpo\u0161ana un person\u0101la atlase. Kontroling\u0101 tas galvenok\u0101rt attiecas uz MI atbalst\u012bt\u0101m prognoz\u0113m un pl\u0101niem.<\/p><\/div>\n  <\/details>\n  <details>\n    <summary><h3>Vai HITL atbilst ES MI akta pras\u012bb\u0101m?<\/h3><\/summary>\n    <div class=\"td-faq-boxnswer\"><p>Labi izstr\u0101d\u0101ta HITL koncepcija ir galvenais elements, lai izpild\u012btu 14. panta pras\u012bbu par cilv\u0113ka p\u0101rraudz\u012bbu. Tom\u0113r tai j\u0101b\u016bt efekt\u012bvai: iesaist\u012btaj\u0101m person\u0101m vajadz\u012bga kompetence, inform\u0101cija un pilnvaras aptur\u0113t sist\u0113mu.<\/p><\/div>\n  <\/details>\n  <details>\n    <summary><h3>Vai Human in the Loop pal\u0113nina MI procesus?<\/h3><\/summary>\n    <div class=\"td-faq-boxnswer\"><p>Tikai tur, kur tiek p\u0101rbaud\u012bts katrs gad\u012bjums. Ar uz risku balst\u012btiem sliek\u0161\u0146iem ikdienas gad\u012bjumi tiek apstr\u0101d\u0101ti autom\u0101tiski, un apstiprin\u0101\u0161anai tiek nodoti tikai nedro\u0161i vai ietekm\u012bgi gad\u012bjumi. T\u0101d\u0113j\u0101di efektivit\u0101tes ieguvums liel\u0101koties saglab\u0101jas.<\/p><\/div>\n  <\/details>\n  <details>\n    <summary><h3>K\u0101 nov\u0113rst \u0161\u0137ietamu kontroli?<\/h3><\/summary>\n    <div class=\"td-faq-boxnswer\"><p>Ar izm\u0113r\u0101miem r\u0101d\u012bt\u0101jiem, piem\u0113ram, iejauk\u0161an\u0101s un noraid\u012bjumu \u012bpatsvaru, ar pietiekamu laiku p\u0101rbaud\u0113m un ar apm\u0101c\u012bbu. Ja apstiprin\u0101jumu \u012bpatsvars ilgsto\u0161i ir tuvu 100 procentiem, ir j\u0101p\u0101rskata krit\u0113riji un p\u0101rbaud\u012bt\u0101ju darba apst\u0101k\u013ci.<\/p><\/div>\n  <\/details>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Svar\u012bg\u0101kais \u012bsum\u0101 Human in the Loop (HITL) apz\u012bm\u0113 MI sist\u0113mas, kur\u0101s cilv\u0113ki noteiktos punktos p\u0101rbauda, labo un apstiprina rezult\u0101tus, pirms<span class=\"excerpt-hellip\"> [\u2026]<\/span><\/p>\n","protected":false},"author":2,"featured_media":10121,"parent":0,"template":"","format":"standard","meta":[],"blog-tag":[],"blog-type":[136],"class_list":["post-10120","blog-new","type-blog-new","status-publish","format-standard","has-post-thumbnail","hentry","blog-type-ai-un-tehnologijas"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.trusteddecisions.com\/lv\/wp-json\/wp\/v2\/blog-new\/10120","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.trusteddecisions.com\/lv\/wp-json\/wp\/v2\/blog-new"}],"about":[{"href":"https:\/\/www.trusteddecisions.com\/lv\/wp-json\/wp\/v2\/types\/blog-new"}],"author":[{"embeddable":true,"href":"https:\/\/www.trusteddecisions.com\/lv\/wp-json\/wp\/v2\/users\/2"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.trusteddecisions.com\/lv\/wp-json\/wp\/v2\/media\/10121"}],"wp:attachment":[{"href":"https:\/\/www.trusteddecisions.com\/lv\/wp-json\/wp\/v2\/media?parent=10120"}],"wp:term":[{"taxonomy":"blog-tag","embeddable":true,"href":"https:\/\/www.trusteddecisions.com\/lv\/wp-json\/wp\/v2\/blog-tag?post=10120"},{"taxonomy":"blog-type","embeddable":true,"href":"https:\/\/www.trusteddecisions.com\/lv\/wp-json\/wp\/v2\/blog-type?post=10120"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}