{"id":98626,"date":"2026-06-22T10:50:23","date_gmt":"2026-06-22T08:50:23","guid":{"rendered":"https:\/\/digitalskills.mdia.gov.mt\/article\/kun-af-lilek-innifsek-kun-af-tieghek-llm\/"},"modified":"2026-07-24T07:50:23","modified_gmt":"2026-07-24T05:50:23","slug":"kun-af-lilek-innifsek-kun-af-tieghek-llm","status":"publish","type":"article","link":"http:\/\/20.86.141.199\/mt\/article\/kun-af-lilek-innifsek-kun-af-tieghek-llm\/","title":{"rendered":"Kun Af Lilek Innifsek; Kun Af Tieg\u0127ek LLM"},"content":{"rendered":"

Ir-rwol tal-\u0121udizzju uman fit-t\u0127ejjija g\u0127all-IA<\/em><\/p>\n

F’konver\u017cazzjoni ka\u017cwali ma’ recruiter tat-teknolo\u0121ija bba\u017cat f’Malta aktar kmieni dan ix-xahar, tg\u0127allimt li filwaqt li \u0127afna kumpaniji lokali j\u0127ossu \u0127tie\u0121a ur\u0121enti li jintegraw talent tal-IA u li jintegraw g\u0127odod tal-IA fil-pro\u010bessi tag\u0127hom b’xi mod, \u0127afna minnhom m’g\u0127andhomx fehim pre\u010bi\u017c ta’ g\u0127aliex jag\u0127mlu dan. \u0126ri\u0121t na\u0127seb fuq l-esperjenza re\u010benti ta’ \u0127afna kandidati, li l-mani\u0121ers tal-kiri qed jing\u0127ataw il-mandat li jag\u0127mlu dak kollu li hemm b\u017conn biex il-kumpaniji tag\u0127hom ja\u0127dmu bl-IA malajr kemm jista’ jkun, ming\u0127ajr ma dawk l-organizzazzjonijiet l-ewwel ikunu stabbilew strate\u0121ija \u010bara tal-IA jew pjan direzzjonali biex jag\u0127mlu qlig\u0127 sinifikanti mill-u\u017cu tag\u0127hom tal-IA. <\/p>\n

Sejbien sodisfa\u010benti u kongruwenti huwa muri minn Cisco fir-rapport re\u010benti tag\u0127ha dwar l-Indi\u010bi tal-Prontezza tal-AI<\/em> , fejn ir-ri\u010berkaturi sabu li kwa\u017ci 70% tal-organizzazzjonijiet jikklassifikaw l-AI b\u0127ala prijorit\u00e0 ewlenija tal-ba\u0121it tal-IT, b’34% biss i\u0127ossuhom kunfidenti \u0127afna fil-kapa\u010bit\u00e0 tag\u0127hom li jimmonetizzaw b’mod effettiv il-ka\u017cijiet ta’ u\u017cu tal-AI tag\u0127hom.<\/p>\n

Barra minn hekk, f’rapport dwar l-Adozzjoni tal-IA minn Intrapri\u017ci \u017bg\u0127ar u ta’ Daqs Medju<\/em> , l-analisti tal-OECD osservaw li l-SMEs konsistentement isemmu n-nuqqas ta’ \u0127iliet b\u0127ala impediment ewlieni g\u0127all-adozzjoni tal-IA, b’aktar minn 50% jirrappurtaw li l-impjegati tag\u0127hom m’g\u0127andhomx l-aptitudnijiet me\u0127tie\u0121a biex ju\u017caw l-IA \u0121enerattiva b’mod li j\u0121ib benefi\u010b\u010bji materjali lill-organizzazzjoni.<\/p>\n

L-informazzjoni tag\u0127ti stampa \u0121enerali fejn l-organizzazzjonijiet jiffa\u010b\u010bjaw sfida doppja, minn na\u0127a wa\u0127da li jidentifikaw b’mod affidabbli kif l-IA tista’ \u017c\u017cid il-valur lin-negozju tag\u0127hom, u min-na\u0127a l-o\u0127ra li ji\u017cguraw li l-\u0127addiema tag\u0127hom ikollhom l-g\u0127arfien u l-\u0127iliet me\u0127tie\u0121a biex jesegwixxu.<\/p>\n

G\u0127al organizzazzjonijiet li qed ifittxu li l-impjegati tag\u0127hom ju\u017caw l-IA \u0121enerattiva biex i\u017cidu l-produttivit\u00e0, il-massimizzazzjoni tal-abbilt\u00e0 ta\u2019 dawk it-timijiet li ja\u0127dmu b\u2019mod effettiv bl-g\u0127odod tal-IA tista\u2019 \u017c\u017cid \u0127afna aktar valur milli mistenni, meta mqabbla mal-qlig\u0127 potenzjali mill-g\u0127a\u017cla tal-istrate\u0121ija u s-sett ta\u2019 g\u0127odod it-tajba biss.<\/p>\n

Id-dokument famu\u017c ta\u2019 Dunning-Kruger Unskilled and Unaware of It<\/em> sa\u0127\u0127a\u0127 il-fehim antik li l-g\u0127arfien veru huwa asso\u010bjat mill-qrib ma\u2019 \u0121udizzju \u010bar tal-abbilt\u00e0 ta\u2019 wie\u0127ed li jkun jaf. Kruger u Dunning irnexxielhom juru li dawk li mhumiex tas-seng\u0127a f\u2019qasam partikolari g\u0127andhom it-tendenza li ma jkollhomx il-kapa\u010bit\u00e0 metakonjittiva li jirrealizzaw kemm huma mhux tas-seng\u0127a. Biex nipparafra\u017caw l-g\u0127erf dejjiemi ta\u2019 Confucius: li tkun taf meta taf, u meta ma tafx \u2013 dan hu l-g\u0127arfien veru.<\/em> <\/p>\n

Meta ni\u0121u g\u0127all-u\u017cu tajjeb<\/em> tal-IA, l-istess prin\u010bipju japplika. F’dokument ta’ ri\u010berka tal-2024, Andrew Caplin u t-tim tieg\u0127u wrew li l-\u0127addiema li kisbu l-aktar valur mill-u\u017cu tal-g\u0127odod tal-IA kienu dawk li wrew l-aktar valutazzjoni pre\u010bi\u017ca tal-g\u0127arfien u l-\u0121udizzju tag\u0127hom stess. Huma wrew li l-\u0127addiema li ma kellhomx fidu\u010bja fil-\u0121udizzju tag\u0127hom stess kienu aktar probabbli li jiddeferixxu g\u0127all-\u0121udizzju ta’ IA u b’hekk jikkommettu \u017cbalji tat-Tip I (po\u017cittivi foloz\/a\u010b\u010bettazzjoni ta’ sinjal falz) meta l-IA kienet \u017cbaljata dwar xi \u0127a\u0121a. Sadanittant, \u0127addiema li kienu e\u010b\u010bessivament kunfidenti fil-\u0121udizzju tag\u0127hom stess kienu inqas probabbli li jiddeferixxu g\u0127al IA, u b’hekk ikkommettew \u017cbalji tat-Tip II (negattiv falz\/rifjut ta’ sinjal veru) meta l-IA kienet i\u0121\u0121udikat b’mod korrett. <\/p>\n

Jista’ jkun \u0121ust li ng\u0127idu li dan ma japplikax biss g\u0127at-twemmin tal-utent dwar id-dominju tal-g\u0127arfien li qed jistaqsi dwaru bl-u\u017cu tal-IA. Pjuttost, kunsiderazzjoni ewlenija f’dan ir-rigward tkun l-e\u017cattezza tat-twemmin tag\u0127hom dwar x’inhi l-IA nnifisha, x’hija kapa\u010bi tag\u0127mel u x’mhijiex kapa\u010bi tag\u0127mel. G\u0127alhekk, l-utent isib ra\u0121uni biex japplika l-massima ta’ Confucius darbtejn: l-ewwel g\u0127alih innifsu, imbag\u0127ad g\u0127all-g\u0127odda tal-IA. Huma jridu jirriflettu dwar kemm hu probabbli li jkunu korretti fil-\u0121udizzju tag\u0127hom, filwaqt li jiffurmaw ukoll opinjoni dwar kemm hu probabbli li l-IA tifhem il-kuntest, tqis il-fatturi li jinfluwenzaw u tipprovdi output affidabbli dwar is-su\u0121\u0121ett. <\/p>\n

Caplin u t-tim tieg\u0127u pproponew li \u010b-\u010bavetta biex jitnaqqas ir-riskju ta\u2019 dawn l-i\u017cbalji fil-\u0121udizzju tinsab fit-ta\u0127ri\u0121 ta\u2019 kalibrazzjoni g\u0127all-impjegati (ta\u0127ri\u0121 biex ti\u017cdied ir-rata li biha l-livell ta\u2019 fidu\u010bja tag\u0127hom jaqbel mal-kwalit\u00e0 o\u0121\u0121ettiva tal-\u0121udizzji tag\u0127hom) \u2013 spe\u010bjalment fejn l-ispejje\u017c tat-titjib dirett tal-\u0127iliet jistg\u0127u jkunu wisq projbitivi jew jie\u0127du wisq \u0127in biex organizzazzjoni timpenja ru\u0127ha g\u0127alihom.<\/p>\n

Fil-prattika, it-ta\u0127ri\u0121 dwar il-kalibrazzjoni g\u0127al attivitajiet spe\u010bifi\u010bi jista’ ji\u0121i ddisinjat fuq ba\u017ci ta’ ka\u017c b’ka\u017c jew tim b’tim. Madankollu, \u0127a\u0121a wa\u0127da li nistg\u0127u nikkalibraw g\u0127aliha fuq skala akbar hija l-fehim tat-teknolo\u0121ija tal-IA nnifisha. Dan wa\u0127du jista’ jag\u0127ti redditu konsiderevoli fuq l-IA (ROAI) \u200b\u200bbilli j\u017cid l-effettivit\u00e0 li biha l-impjegat medju jista’ jisfrutta l-u\u017cu ta’ kwalunkwe g\u0127odda \u0121enerattiva tal-IA. <\/p>\n

E\u017cempju attwali ta\u2019 dak li jista\u2019 ji\u0121i deskritt b\u0127ala e\u017cer\u010bizzju ta\u2019 kalibrazzjoni fuq skala kbira \u0127afna jkun il-programm AI for All<\/em> li tnieda dan l-a\u0127\u0127ar f\u2019Malta. Iddisinjat biex jag\u0127ti litteri\u017cmu fundamentali tal-AI lil popolazzjoni s\u0127i\u0127a, dan huwa e\u017cempju ta\u2019 soluzzjoni rapida ta\u2019 skalar tal-litteri\u017cmu tal-AI implimentata bil-futur f\u2019mo\u0127\u0127ha. Fi ftit \u0121img\u0127at wara l-ftu\u0127, AI for All<\/em> \u0121ibed g\u0127exieren ta\u2019 eluf ta\u2019 studenti Maltin u residenti f\u2019Malta, u pprovda spinta g\u0127al-litteri\u017cmu nazzjonali tal-AI li jista\u2019 jkollu impatti strutturali fuq il-\u0121abra ta\u2019 talent u l-kompetittivit\u00e0 ta\u2019 Malta sal-2030 u lil hinn. <\/p>\n

Jekk nassumu li proporzjon suffi\u010bjenti tal-popolazzjoni tinvolvi ru\u0127ha fil-programm, Malta tista\u2019 tara dan i\u017cid il-\u201cprontezza g\u0127all-IA\u201d ba\u017ci tal-SME medja tag\u0127ha, sempli\u010bement billi ssa\u0127\u0127a\u0127 il-\u0127ila tal-impjegat medju li jag\u0127mel u\u017cu profittabbli mit-teknolo\u0121ija tal-IA b\u2019mod \u0121enerali u tnaqqas il-probabbilt\u00e0 ta\u2019 \u017cbalji ta\u2019 \u0121udizzju tat-Tip I u II dwar l-outputs.<\/p>\n

G\u0127al aktar minn nofs l-SMEs li jaraw lill-impjegati tag\u0127hom m\u2019g\u0127andhomx l-g\u0127arfien espert biex ju\u017caw l-g\u0127odod tal-IA b\u2019mod profittabbli fil-post tax-xog\u0127ol, dan ix-xenarju li qed jevolvi jista\u2019 jsawwar l-im\u0121iba ta\u2019 dawk il-mani\u0121ers tal-kiri li qed ifittxu li jiksbu l-g\u0127arfien espert tal-IA malajr kemm jista\u2019 jkun. Fit-tfittxija tag\u0127hom, jispikka l-motto antik ta\u2019 Delfi \u201cKun af lilek innifsek\u201d, issa id f\u2019id ma\u2019 varjant \u0121did \u201cKun af l-LLM tieg\u0127ek\u201d. Il-kandidati li juru dawn i\u017c-\u017cew\u0121 standards jistg\u0127u jsibu ru\u0127hom qabel il-kompetizzjoni. <\/p>\n

 <\/p>\n

Referenzi u Sorsi<\/strong><\/p>\n

Ri\u010berka Akkademika<\/strong><\/p>\n

Kruger, J., & Dunning, D. (1999). Mhux tas-Seng\u0127a u Mhux Konxji Tag\u0127ha: Kif id-Diffikultajiet fir-Rikonoxximent tal-Inkompetenza Tieg\u0127u Stess Iwasslu g\u0127al Awtovalutazzjonijiet Minfu\u0127in. \u0120urnal tal-Personalit\u00e0 u l-Psikolo\u0121ija So\u010bjali, 77(6), 1121\u20131134. <\/p>\n

Caplin, A., Deming, DJ, Li, S., Martin, DJ, Marx, P., Weidmann, B., & Ye, KJ (2024). L-ABCs ta’ Min Jibbenefika mix-Xog\u0127ol bl-AI: Abbilt\u00e0, Twemmin, u Kalibrazzjoni. Dokument ta’ \u0126idma tal-NBER Nru 33021. Uffi\u010b\u010bju Nazzjonali tar-Ri\u010berka Ekonomika. <\/p>\n

Shore, A., Tiwari, M., Tandon, P., & Foropon, C. (2024). Il-Bini ta’ Re\u017ciljenza Intraprenditorjali Matul il-Kri\u017ci bl-U\u017cu tal-IA \u0120enerattiva: Studju Empiriku dwar l-SMEs. Technovation, 135, 103063.<\/p>\n

Aristidou, A., & Langer, C. (2025). L-IA u l-Ekonomija: Revi\u017cjoni tal-Evidenza u d-Diskrepanza fir-Ri\u010berka tal-SMEs. Laboratorju tal-Ekonomija Di\u0121itali ta’ Stanford. <\/p>\n

Organizzazzjonijiet Internazzjonali u Ri\u010berka fl-Industrija<\/strong><\/p>\n

Organizzazzjoni g\u0127all-Kooperazzjoni u l-I\u017cvilupp Ekonomi\u010bi (OECD). (2025). L-Adozzjoni tal-AI minn Intrapri\u017ci \u017bg\u0127ar u ta’ Daqs Medju.<\/p>\n

Sistemi Cisco. (2025). Ind\u010bi ta’ Preparazzjoni g\u0127all-AI ta’ Cisco 2025: Ir-Realizzazzjoni tal-Valur tal-AI.<\/p>\n

IBM. (2026). L-Akbar Sfidi tal-Adozzjoni tal-AI g\u0127all-2026.<\/p>\n

Ir-Re\u0121istru. (2025). Cisco: Il-bi\u010b\u010ba l-kbira tal-kumpaniji ma jafux x’qed jag\u0127mlu bl-AI.<\/p>\n

Inizjattivi Nazzjonali u Sorsi tal-Programm<\/strong><\/p>\n

Il-Gvern ta’ Malta. AI4ALL Malta. <\/p>\n

O\u0127rajn<\/strong><\/p>\n

Konfu\u010bju, Analetti 2:17<\/p>\n","protected":false},"author":7,"template":"","class_list":["post-98626","article","type-article","status-publish","has-post-thumbnail","hentry"],"yoast_head":"\nKun Af Lilek Innifsek; Kun Af Tieg\u0127ek LLM - Malta Digital Innovation Authority<\/title>\n<meta name=\"description\" content=\"F'konver\u017cazzjoni ka\u017cwali ma' reklutatur teknolo\u0121iku bba\u017cat f'Malta aktar kmieni dan ix-xahar, tg\u0127allimt li filwaqt li \u0127afna kumpaniji lokali j\u0127ossu \u0127tie\u0121a ur\u0121enti\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/digitalskills.mdia.gov.mt\/mt\/article\/kun-af-lilek-innifsek-kun-af-tieghek-llm\/\" \/>\n<meta property=\"og:locale\" content=\"mt_MT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Kun Af Lilek Innifsek; Kun Af Tieg\u0127ek LLM - Malta Digital Innovation Authority\" \/>\n<meta property=\"og:description\" content=\"F'konver\u017cazzjoni ka\u017cwali ma' reklutatur teknolo\u0121iku bba\u017cat f'Malta aktar kmieni dan ix-xahar, tg\u0127allimt li filwaqt li \u0127afna kumpaniji lokali j\u0127ossu \u0127tie\u0121a ur\u0121enti\" \/>\n<meta property=\"og:url\" content=\"https:\/\/digitalskills.mdia.gov.mt\/mt\/article\/kun-af-lilek-innifsek-kun-af-tieghek-llm\/\" \/>\n<meta property=\"og:site_name\" content=\"Malta Digital Innovation Authority\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/ESkillsMalta\" \/>\n<meta property=\"article:modified_time\" content=\"2026-07-24T05:50:23+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/digitalskills.mdia.gov.mt\/wp-content\/uploads\/2026\/07\/Know-Thyself.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1024\" \/>\n\t<meta property=\"og:image:height\" content=\"1536\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:site\" content=\"@eSkills_Malta\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"6 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/digitalskills.mdia.gov.mt\\\/mt\\\/article\\\/kun-af-lilek-innifsek-kun-af-tieghek-llm\\\/\",\"url\":\"https:\\\/\\\/digitalskills.mdia.gov.mt\\\/mt\\\/article\\\/kun-af-lilek-innifsek-kun-af-tieghek-llm\\\/\",\"name\":\"Kun Af Lilek Innifsek; 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