{"id":183759,"date":"2026-10-12T16:53:43","date_gmt":"2026-10-12T14:53:43","guid":{"rendered":"https:\/\/prohoster.info\/blog\/news\/linus-torvalds-eksperimentiruet-s-generacziej-izmenenij-k-yadru-cherez-ai"},"modified":"2026-10-12T16:53:48","modified_gmt":"2026-10-12T14:53:48","slug":"linus-torvalds-experiments-with-ai-generated-kernel-changes","status":"publish","type":"post","link":"https:\/\/prohoster.info\/sq\/blog\/news\/linus-torvalds-experiments-with-ai-generated-kernel-changes","title":{"rendered":"Linus Torvalds eksperimenton me gjenerimin e ndryshimeve n\u00eb b\u00ebrtham\u00eb p\u00ebrmes AI","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p>Linus Torvalds ka p\u00ebrgatitur nj\u00eb grup patch-e p\u00ebr n\u00ebn-sistemin e menaxhimit t\u00eb memories n\u00eb kernelin Linux, duke realizuar optimizimin p\u00ebr t\u00eb lexuar blloqe t\u00eb vogla t\u00eb dh\u00ebnash nga cache-i i faqeve pa ndryshimin atomik t\u00eb numrit t\u00eb referencave (refcount) n\u00eb struktur\u00ebn folio. N\u00eb tekstin e komitit \u00ebsht\u00eb e sh\u00ebnuar se ndryshimet dhe provat e lidhura me t\u00eb jan\u00eb krijuar nga asistenti AI Claude Code n\u00ebn mbik\u00ebqyrjen e Torvaldsit. Ndryshimi \u00ebsht\u00eb shtuar n\u00eb nj\u00eb deg\u00eb t\u00eb ve\u00e7ant\u00eb t\u00eb kernelit noref-filemap-read-with-llm dhe p\u00ebr momentin nuk \u00ebsht\u00eb e qart\u00eb n\u00ebse do t\u00eb trasferohet n\u00eb deg\u00ebn kryesore apo \u00ebsht\u00eb thjesht nj\u00eb eksperiment t\u00eb brendsh\u00ebm.<\/p>\n<p>Gjat\u00eb testimit, fal\u00eb patches, arriti t\u00eb rritej kapaciteti i leximit t\u00eb skedar\u00ebve t\u00eb vegj\u00ebl n\u00eb konfigurimin me 8 rrjedha nga 9.9-10.4 n\u00eb 30-33 milion operacione n\u00eb sekond\u00eb (rritje 3-fish), me 4 rrjedha \u2014 nga 8.9-11.6 n\u00eb 25-26 milion\/sec (rritje 2-fish), nd\u00ebrsa n\u00eb ngarkes\u00ebn me nj\u00eb rrjedh\u00eb nga 7.9-8.1 n\u00eb 8.8-8.9 milion\/sec. Rritja e performanc\u00ebs shpjegohet me faktin se kur ka qasje t\u00eb nj\u00ebkohshme n\u00eb menj\u00ebhersh\u00ebm, ndodh nj\u00eb konkurrenc\u00eb e fort\u00eb nd\u00ebrmjet rrjedhave p\u00ebr qasje n\u00eb cache. P\u00ebr shembull, kur 8 rrjedha p\u00ebrpiqen t\u00eb lexojn\u00eb t\u00eb dh\u00ebna 16 byte nj\u00ebher\u00ebsh, 99.92% e koh\u00ebs shpenzohet jo p\u00ebr leximin e vet\u00eb, por p\u00ebr pritjen e qasjes n\u00eb num\u00ebruesin e referenc\u00ebs.<\/p>\n<p>N\u00eb patch-in p\u00ebr t\u00eb garantuar sakt\u00ebsin\u00eb e t\u00eb dh\u00ebnave, n\u00eb vend t\u00eb vendosjes s\u00eb bllokimeve t\u00eb ve\u00e7anta, ndryshimeve t\u00eb numrave t\u00eb referencave ose bufrim t\u00eb nd\u00ebrmjet\u00ebm, aplikohet nj\u00eb variant i anashkalimit i cili p\u00ebrdor \u00e7lirimin e vonuar t\u00eb memories me sinkronizim p\u00ebrmes mekanizmit RCU (Read-Copy-Update). Metoda e propozuar n\u00eb patch garanton q\u00eb faqja e memories nuk do t\u00eb lirohet fizikisht derisa tufa q\u00eb lexon t\u00eb p\u00ebrfundoj\u00eb kopjimin e t\u00eb dh\u00ebnave.<br \/>\n<br \/>Burimi: <a content=\"nofollow\" rel=\"nofollow\" href=\"https:\/\/www.opennet.ru\/opennews\/art.shtml?num=66447\">opennet.ru<\/a> <\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"<p>\u041b\u0438\u043d\u0443\u0441 \u0422\u043e\u0440\u0432\u0430\u043b\u044c\u0434\u0441 \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u0438\u043b \u043d\u0430\u0431\u043e\u0440 \u043f\u0430\u0442\u0447\u0435\u0439 \u0434\u043b\u044f \u043f\u043e\u0434\u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043f\u0430\u043c\u044f\u0442\u044c\u044e \u0432 \u044f\u0434\u0440\u0435 Linux, \u0440\u0435\u0430\u043b\u0438\u0437\u0443\u044e\u0449\u0438\u0445 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u044e \u0434\u043b\u044f \u0447\u0442\u0435\u043d\u0438\u044f \u043c\u0435\u043b\u043a\u0438\u0445 \u0431\u043b\u043e\u043a\u043e\u0432 \u0434\u0430\u043d\u043d\u044b\u0445 \u0438\u0437 \u0441\u0442\u0440\u0430\u043d\u0438\u0447\u043d\u043e\u0433\u043e \u043a\u044d\u0448\u0430 \u0431\u0435\u0437 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0433\u043e \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0441\u0447\u0451\u0442\u0447\u0438\u043a\u0430 \u0441\u0441\u044b\u043b\u043e\u043a (refcount) \u0432 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435 folio. \u0412 \u0442\u0435\u043a\u0441\u0442\u0435 \u043a\u043e\u043c\u043c\u0438\u0442\u0430 \u0443\u043a\u0430\u0437\u0430\u043d\u043e, \u0447\u0442\u043e \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f, \u0441\u0432\u044f\u0437\u0430\u043d\u043d\u044b\u0435 \u0441 \u043d\u0438\u043c \u0442\u0435\u0441\u0442\u044b \u0438 \u0447\u0435\u0440\u043d\u043e\u0432\u043e\u0439 \u0442\u0435\u043a\u0441\u0442 \u043f\u0440\u0438\u043c\u0435\u0447\u0430\u043d\u0438\u044f \u0441\u043e\u0437\u0434\u0430\u043d\u044b AI-\u0430\u0441\u0441\u0438\u0441\u0442\u0435\u043d\u0442\u043e\u043c Claude Code \u043f\u0440\u0438 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u0435 \u0441\u043e \u0441\u0442\u043e\u0440\u043e\u043d\u044b \u0422\u043e\u0440\u0432\u0430\u043b\u044c\u0434\u0441\u0430. \u0418\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 [&hellip;]<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":10,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[702],"tags":[],"class_list":["post-183759","post","type-post","status-publish","format-standard","hentry","category-news"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.3 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u041b\u0438\u043d\u0443\u0441 \u0422\u043e\u0440\u0432\u0430\u043b\u044c\u0434\u0441 \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u0438\u043b \u043d\u0430\u0431\u043e\u0440 \u043f\u0430\u0442\u0447\u0435\u0439 \u0434\u043b\u044f \u043f\u043e\u0434\u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043f\u0430\u043c\u044f\u0442\u044c\u044e \u0432 \u044f\u0434\u0440\u0435 Linux, \u0440\u0435\u0430\u043b\u0438\u0437\u0443\u044e\u0449\u0438\u0445 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u044e \u0434\u043b\u044f \u0447\u0442\u0435\u043d\u0438\u044f \u043c\u0435\u043b\u043a\u0438\u0445 \u0431\u043b\u043e\u043a\u043e\u0432 \u0434\u0430\u043d\u043d\u044b\u0445 \u0438\u0437 \u0441\u0442\u0440\u0430\u043d\u0438\u0447\u043d\u043e\u0433\u043e \u043a\u044d\u0448\u0430 \u0431\u0435\u0437 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0433\u043e \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0441\u0447\u0451\u0442\u0447\u0438\u043a\u0430 \u0441\u0441\u044b\u043b\u043e\u043a (refcount).\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"author\" content=\"Alexander Kovalev\"\/>\n\t<link rel=\"canonical\" href=\"https:\/\/prohoster.info\/sq\/blog\/news\/linus-torvalds-experiments-with-ai-generated-kernel-changes\" \/>\n\t\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 5.0.3\" \/>\n\t\t<meta property=\"og:locale\" content=\"sq_AL\" \/>\n\t\t<meta property=\"og:site_name\" content=\"ProHoster | \u041a\u0443\u043f\u0438\u0442\u044c \u043d\u0430\u0434\u0435\u0436\u043d\u044b\u0439 \u0445\u043e\u0441\u0442\u0438\u043d\u0433 \u0434\u043b\u044f \u0441\u0430\u0439\u0442\u043e\u0432 \u0441 \u0437\u0430\u0449\u0438\u0442\u043e\u0439 \u043e\u0442 DDoS, VPS VDS \u0441\u0435\u0440\u0432\u0435\u0440\u044b\" \/>\n\t\t<meta property=\"og:type\" content=\"article\" \/>\n\t\t<meta property=\"og:title\" content=\"\ud83e\udd47\u041b\u0438\u043d\u0443\u0441 \u0422\u043e\u0440\u0432\u0430\u043b\u044c\u0434\u0441 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0438\u0440\u0443\u0435\u0442 \u0441 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0435\u0439 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 \u043a \u044f\u0434\u0440\u0443 \u0447\u0435\u0440\u0435\u0437 AI | ProHoster\" \/>\n\t\t<meta property=\"og:description\" content=\"\u041b\u0438\u043d\u0443\u0441 \u0422\u043e\u0440\u0432\u0430\u043b\u044c\u0434\u0441 \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u0438\u043b \u043d\u0430\u0431\u043e\u0440 \u043f\u0430\u0442\u0447\u0435\u0439 \u0434\u043b\u044f \u043f\u043e\u0434\u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043f\u0430\u043c\u044f\u0442\u044c\u044e \u0432 \u044f\u0434\u0440\u0435 Linux, \u0440\u0435\u0430\u043b\u0438\u0437\u0443\u044e\u0449\u0438\u0445 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u044e \u0434\u043b\u044f \u0447\u0442\u0435\u043d\u0438\u044f \u043c\u0435\u043b\u043a\u0438\u0445 \u0431\u043b\u043e\u043a\u043e\u0432 \u0434\u0430\u043d\u043d\u044b\u0445 \u0438\u0437 \u0441\u0442\u0440\u0430\u043d\u0438\u0447\u043d\u043e\u0433\u043e \u043a\u044d\u0448\u0430 \u0431\u0435\u0437 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0433\u043e \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0441\u0447\u0451\u0442\u0447\u0438\u043a\u0430 \u0441\u0441\u044b\u043b\u043e\u043a (refcount).\" \/>\n\t\t<meta property=\"og:url\" content=\"https:\/\/prohoster.info\/sq\/blog\/news\/linus-torvalds-experiments-with-ai-generated-kernel-changes\" \/>\n\t\t<meta property=\"og:image\" content=\"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg\" \/>\n\t\t<meta property=\"og:image:secure_url\" content=\"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg\" \/>\n\t\t<meta property=\"og:image:width\" content=\"350\" \/>\n\t\t<meta property=\"og:image:height\" content=\"350\" \/>\n\t\t<meta property=\"article:published_time\" content=\"2026-10-12T14:53:43+00:00\" \/>\n\t\t<meta property=\"article:modified_time\" content=\"2026-10-12T14:53:48+00:00\" \/>\n\t\t<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/prohoster\" \/>\n\t\t<!-- All in One SEO -->\n\n","aioseo_head_json":{"title":"\ud83e\udd47Linus Torvalds po eksperimenton me gjenerimin e ndryshimeve n\u00eb kernel p\u00ebrmes AI | ProHoster","description":"Linus Torvalds ka p\u00ebrgatitur nj\u00eb grup patch-e p\u00ebr n\u00ebn-sistemin e menaxhimit t\u00eb memories n\u00eb kernelin Linux, duke realizuar optimizimin p\u00ebr t\u00eb lexuar blloqe t\u00eb vogla t\u00eb dh\u00ebnash nga cache-i i faqeve pa ndryshimin atomik t\u00eb numrit t\u00eb referencave (refcount).","canonical_url":"https:\/\/prohoster.info\/sq\/blog\/news\/linus-torvalds-experiments-with-ai-generated-kernel-changes","robots":"max-image-preview:large","keywords":"","webmasterTools":{"miscellaneous":""},"schema":null,"og:locale":"sq_AL","og:site_name":"ProHoster | \u041a\u0443\u043f\u0438\u0442\u044c \u043d\u0430\u0434\u0435\u0436\u043d\u044b\u0439 \u0445\u043e\u0441\u0442\u0438\u043d\u0433 \u0434\u043b\u044f \u0441\u0430\u0439\u0442\u043e\u0432 \u0441 \u0437\u0430\u0449\u0438\u0442\u043e\u0439 \u043e\u0442 DDoS, VPS VDS \u0441\u0435\u0440\u0432\u0435\u0440\u044b","og:type":"article","og:title":"\ud83e\udd47\u041b\u0438\u043d\u0443\u0441 \u0422\u043e\u0440\u0432\u0430\u043b\u044c\u0434\u0441 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0438\u0440\u0443\u0435\u0442 \u0441 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0435\u0439 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 \u043a \u044f\u0434\u0440\u0443 \u0447\u0435\u0440\u0435\u0437 AI | ProHoster","og:description":"\u041b\u0438\u043d\u0443\u0441 \u0422\u043e\u0440\u0432\u0430\u043b\u044c\u0434\u0441 \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u0438\u043b \u043d\u0430\u0431\u043e\u0440 \u043f\u0430\u0442\u0447\u0435\u0439 \u0434\u043b\u044f \u043f\u043e\u0434\u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043f\u0430\u043c\u044f\u0442\u044c\u044e \u0432 \u044f\u0434\u0440\u0435 Linux, \u0440\u0435\u0430\u043b\u0438\u0437\u0443\u044e\u0449\u0438\u0445 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u044e \u0434\u043b\u044f \u0447\u0442\u0435\u043d\u0438\u044f \u043c\u0435\u043b\u043a\u0438\u0445 \u0431\u043b\u043e\u043a\u043e\u0432 \u0434\u0430\u043d\u043d\u044b\u0445 \u0438\u0437 \u0441\u0442\u0440\u0430\u043d\u0438\u0447\u043d\u043e\u0433\u043e \u043a\u044d\u0448\u0430 \u0431\u0435\u0437 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0433\u043e \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0441\u0447\u0451\u0442\u0447\u0438\u043a\u0430 \u0441\u0441\u044b\u043b\u043e\u043a (refcount).","og:url":"https:\/\/prohoster.info\/sq\/blog\/news\/linus-torvalds-experiments-with-ai-generated-kernel-changes","og:image":"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg","og:image:secure_url":"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg","og:image:width":350,"og:image:height":350,"article:published_time":"2026-10-12T14:53:43+00:00","article:modified_time":"2026-10-12T14:53:48+00:00","article:publisher":"https:\/\/www.facebook.com\/prohoster"},"aioseo_meta_data":[],"gt_translate_keys":[{"key":"link","format":"url"}],"_links":{"self":[{"href":"https:\/\/prohoster.info\/sq\/wp-json\/wp\/v2\/posts\/183759","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/prohoster.info\/sq\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/prohoster.info\/sq\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/prohoster.info\/sq\/wp-json\/wp\/v2\/users\/10"}],"replies":[{"embeddable":true,"href":"https:\/\/prohoster.info\/sq\/wp-json\/wp\/v2\/comments?post=183759"}],"version-history":[{"count":1,"href":"https:\/\/prohoster.info\/sq\/wp-json\/wp\/v2\/posts\/183759\/revisions"}],"predecessor-version":[{"id":183760,"href":"https:\/\/prohoster.info\/sq\/wp-json\/wp\/v2\/posts\/183759\/revisions\/183760"}],"wp:attachment":[{"href":"https:\/\/prohoster.info\/sq\/wp-json\/wp\/v2\/media?parent=183759"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/prohoster.info\/sq\/wp-json\/wp\/v2\/categories?post=183759"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/prohoster.info\/sq\/wp-json\/wp\/v2\/tags?post=183759"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}