\r\n <span class=\"tp-lang-sq\">AI po e shtrenjton memorien e bot\u00ebs<\/span><span class=\"tp-lang-en\">AI is making the world's memory more expensive<\/span><span class=\"tp-lang-it\">L'IA sta rendendo pi\u00f9 costosa la memoria del mondo<\/span> | Petani Law & Tax\r\n <\/title>\r\n <script src=\"https:\/\/cdn.tailwindcss.com\"><\/script>\r\n <link href=\"https:\/\/fonts.googleapis.com\/css2?family=Inter:wght@300;400;500;600;700&family=Playfair+Display:ital,wght@0,400;0,600;0,700;1,400;1,700&display=swap\" rel=\"stylesheet\">\r\n \r\n <style>\r\n :root {\r\n --gold: #c5a059;\r\n --gold-light: #dfc493;\r\n --espresso: #1a0f0a;\r\n --brown-deep: #2c1810;\r\n --cream: #fdfcf9;\r\n }\r\n body { font-family: 'Inter', sans-serif; background-color: var(--cream); color: var(--espresso); line-height: 1.7; }\r\n .serif { font-family: 'Playfair Display', serif; }\r\n\r\n .drop-cap::first-letter { float: left; font-family: 'Playfair Display', serif; font-size: 4rem; line-height: 3rem; padding-top: 6px; 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}\r\n\r\n \/* Show Italian when TranslatePress language is IT *\/\r\n body.translatepress-it_IT .tp-lang-it,\r\n html[lang=\"it\"] .tp-lang-it { display: block; }\r\n body.translatepress-it_IT title span.tp-lang-it,\r\n html[lang=\"it\"] title span.tp-lang-it,\r\n body.translatepress-it_IT h1 span.tp-lang-it,\r\n html[lang=\"it\"] h1 span.tp-lang-it,\r\n body.translatepress-it_IT h2 span.tp-lang-it,\r\n html[lang=\"it\"] h2 span.tp-lang-it,\r\n body.translatepress-it_IT h3 span.tp-lang-it,\r\n html[lang=\"it\"] h3 span.tp-lang-it,\r\n body.translatepress-it_IT p span.tp-lang-it,\r\n html[lang=\"it\"] p span.tp-lang-it,\r\n body.translatepress-it_IT li span.tp-lang-it,\r\n html[lang=\"it\"] li span.tp-lang-it { display: inline; }\r\n <\/style>\r\n<\/head>\r\n<body class=\"antialiased\">\r\n\r\n <main class=\"max-w-3xl mx-auto px-6 py-12\">\r\n \r\n \r\n <div class=\"relative w-full h-[360px] rounded-2xl overflow-hidden shadow-xl mb-10 border-b-4 border-[var(--gold)]\">\r\n <img decoding=\"async\" src=\"https:\/\/images.pexels.com\/photos\/3861969\/pexels-photo-3861969.jpeg\" alt=\"Global AI Memory Crisis and RAM Price Surge\" class=\"w-full h-full object-cover object-center brightness-[0.65]\">\r\n <div class=\"absolute inset-0 bg-gradient-to-t from-black\/90 via-black\/40 to-transparent\"><\/div>\r\n <div class=\"absolute bottom-8 left-8 right-8 text-white\">\r\n <p class=\"text-[var(--gold)] tracking-widest uppercase font-semibold text-xs mb-2\">\r\n <span class=\"tp-lang-sq\">Ekonomi & Teknologji \u2022 Analiz\u00eb<\/span><span class=\"tp-lang-en\">Economy & Technology \u2022 Analysis<\/span><span class=\"tp-lang-it\">Economia & Tecnologia \u2022 Analisi<\/span>\r\n <\/p>\r\n <h1 class=\"serif text-3xl md:text-4xl font-bold leading-tight\">\r\n <span class=\"tp-lang-sq\">AI po e shtrenjton memorien e bot\u00ebs<\/span><span class=\"tp-lang-en\">AI is making the world's memory more expensive<\/span><span class=\"tp-lang-it\">L'IA sta rendendo pi\u00f9 costosa la memoria del mondo<\/span>\r\n <\/h1>\r\n <\/div>\r\n <\/div>\r\n\r\n \r\n <article class=\"tp-lang-block tp-lang-sq\">\r\n <h2 class=\"serif text-2xl md:text-3xl text-[var(--brown-deep)] mb-6 border-b border-[var(--gold)]\/20 pb-4 font-semibold\">\u00c7far\u00eb po ndodh me RAM-in dhe pse kriz\u00eb mund t\u00eb na prek\u00eb t\u00eb gjith\u00ebve<\/h2>\r\n \r\n <p class=\"drop-cap\">Interesi im p\u00ebr k\u00ebt\u00eb tem\u00eb nuk nisi nga tregu i gjysm\u00ebp\u00ebr\u00e7uesve dhe as nga nj\u00eb analiz\u00eb mbi kompanit\u00eb teknologjike. Nisi nga nj\u00eb projekt konkret q\u00eb po zhvillojm\u00eb n\u00eb Petani Law & Tax, s\u00eb bashku me UPWeb Services.<\/p>\r\n\r\n <p>Prej disa koh\u00ebsh po punojm\u00eb p\u00ebr <strong>LISA - Legal Intelligent Software Assistance<\/strong>, nj\u00eb sistem inteligjent juridik t\u00eb brendsh\u00ebm, t\u00eb nd\u00ebrtuar mbi dokumentacionin dhe njohurit\u00eb tona.<\/p>\r\n\r\n <p>LISA nuk \u00ebsht\u00eb konceptuar thjesht si nj\u00eb nd\u00ebrfaqe q\u00eb i drejton pyetje nj\u00eb sistemi t\u00eb jasht\u00ebm t\u00eb Inteligjenc\u00ebs Artificiale. Ideja \u00ebsht\u00eb t\u00eb nd\u00ebrtojm\u00eb nj\u00eb sistem q\u00eb punon mbi baz\u00ebn ton\u00eb t\u00eb njohurive: dosje dhe dokumente pune, vendime gjykatash, legjislacion, kode dhe materiale juridike t\u00eb mbledhura dhe strukturuara nd\u00ebr vite.<\/p>\r\n\r\n <p>Synimi \u00ebsht\u00eb q\u00eb ky informacion t\u00eb mos q\u00ebndroj\u00eb m\u00eb vet\u00ebm si nj\u00eb arkiv dokumentesh, por t\u00eb mund t\u00eb k\u00ebrkohet, lidhet dhe analizohet nga sistemi, duke u kthyer gradualisht n\u00eb nj\u00eb baz\u00eb aktive njohurish juridike.<\/p>\r\n\r\n <p>Pik\u00ebrisht kur kaluam nga koncepti te projektimi konkret i infrastruktur\u00ebs, s\u00eb bashku me ekipin e UPWeb Services filluam t\u00eb llogarisnim kapacitetin e server\u00ebve, memorien dhe kostot q\u00eb do t\u00eb k\u00ebrkonte sistemi.<\/p>\r\n\r\n <p>Dhe aty hasa n\u00eb di\u00e7ka q\u00eb nuk e kisha parashikuar: \u00e7mimin e RAM-it.<\/p>\r\n\r\n <p>N\u00eb fillim mendova se ishte thjesht nj\u00eb rritje e p\u00ebrkohshme e \u00e7mimeve t\u00eb hardware-it. Por kur fillova ta k\u00ebrkoja m\u00eb tej, kuptova se pas \u00e7mimit t\u00eb RAM-it fshihej nj\u00eb fenomen shum\u00eb m\u00eb i madh: gara globale p\u00ebr infrastruktur\u00ebn q\u00eb po k\u00ebrkon Inteligjenca Artificiale.<\/p>\r\n\r\n <p>Dhe shifrat jan\u00eb dometh\u00ebn\u00ebse.<\/p>\r\n\r\n <p>N\u00eb tetor t\u00eb vitit 2025, nj\u00eb kit standard 32 GB DDR5 RAM p\u00ebr nj\u00eb kompjuter personal mund t\u00eb blihej p\u00ebr rreth 100\u2013200 dollar\u00eb. Sot, m\u00eb pak se nj\u00eb vit m\u00eb von\u00eb, i nj\u00ebjti kapacitet nis rreth 350 dollar\u00eb, kur gjendet n\u00eb stok. Nuk \u00ebsht\u00eb nj\u00eb gabim n\u00eb \u00e7mim.<\/p>\r\n\r\n <p>Sipas indeksit t\u00eb \u00e7mimeve t\u00eb Tom's Hardware, tregu i DDR5 ka kaluar n\u00eb disa raste n\u00eb rritje trefishe dhe kat\u00ebrfishe t\u00eb \u00e7mimeve.<\/p>\r\n\r\n <p>Por RAM-i i kompjuterit ton\u00eb \u00ebsht\u00eb vet\u00ebm pjesa e dukshme e nj\u00eb problemi shum\u00eb m\u00eb t\u00eb madh. Pas tij po zhvillohet nj\u00eb gar\u00eb globale p\u00ebr nj\u00eb nga burimet m\u00eb t\u00eb r\u00ebnd\u00ebsishme t\u00eb epok\u00ebs s\u00eb Inteligjenc\u00ebs Artificiale: <strong>MEMORIEN<\/strong>.<\/p>\r\n\r\n <div class=\"case-card p-6 rounded-xl my-8 shadow-md\">\r\n <p class=\"font-medium mb-0\">Nga +20% n\u00eb +60% brenda nj\u00eb tremujori, HBM, Micron, SK hynix, Samsung, NVIDIA, Cloud, etj.<\/p>\r\n <\/div>\r\n\r\n <h3 class=\"serif text-2xl font-bold text-[var(--brown-deep)] mt-8 mb-4\">Nga nafta te memoria?<\/h3>\r\n \r\n <p>Shekulli XX u nd\u00ebrtua mbi kontrollin e energjis\u00eb. Fillimi i shekullit XXI u nd\u00ebrtua mbi kontrollin e t\u00eb dh\u00ebnave.<\/p>\r\n \r\n <p>Epoka e Inteligjenc\u00ebs Artificiale mund t\u00eb na tregoj\u00eb se vet\u00ebm t\u00eb kesh t\u00eb dh\u00ebna nuk mjafton. Duhet t\u00eb kesh edhe kapacitetin fizik p\u00ebr t'i p\u00ebrpunuar ato. N\u00eb k\u00ebt\u00eb kuptim, memoria po shnd\u00ebrrohet gradualisht nga nj\u00eb komponent teknik n\u00eb nj\u00eb burim strategjik t\u00eb ekonomis\u00eb dixhitale.<\/p>\r\n\r\n <p>Dhe k\u00ebtu historia m\u00eb kthen p\u00ebrs\u00ebri te LISA.<\/p>\r\n\r\n <p>Kur nis\u00ebm k\u00ebt\u00eb projekt n\u00eb Petani Law & Tax s\u00eb bashku me UPWeb Services, objektivi ishte juridik dhe teknologjik: si mund ta kthejm\u00eb dijen e akumuluar n\u00eb vite pune, dokumente, legjislacion dhe praktik\u00eb gjyq\u00ebsore n\u00eb nj\u00eb sistem q\u00eb mund ta p\u00ebrdor\u00eb dhe analizoj\u00eb k\u00ebt\u00eb njohuri n\u00eb m\u00ebnyr\u00eb inteligjente? Nuk mendonim se gjat\u00eb rrug\u00ebs do t\u00eb na duhej t\u00eb analizonim edhe tregun bot\u00ebror t\u00eb memories.<\/p>\r\n\r\n <p>Por pik\u00ebrisht kjo \u00ebsht\u00eb ndoshta nj\u00eb nga gj\u00ebrat m\u00eb interesante t\u00eb revolucionit t\u00eb AI.<\/p>\r\n\r\n <p>Nj\u00eb projekt relativisht i vog\u00ebl teknologjik n\u00eb nj\u00eb studio ligjore n\u00eb Shqip\u00ebri p\u00ebrfundon duke u ndikuar nga e nj\u00ebjta gar\u00eb globale p\u00ebr memorie ku marrin pjes\u00eb NVIDIA, Microsoft, Google, Amazon dhe kompanit\u00eb m\u00eb t\u00eb m\u00ebdha t\u00eb teknologjis\u00eb n\u00eb bot\u00eb.<\/p>\r\n\r\n <p>Nj\u00eb kit RAM q\u00eb nga 100\u2013200 dollar\u00eb shkon drejt 350 dollar\u00ebve mund t\u00eb duket si nj\u00eb problem i vog\u00ebl i tregut t\u00eb kompjuter\u00ebve. Por pas atij \u00e7mimi fshihet di\u00e7ka shum\u00eb m\u00eb e madhe: nj\u00eb gar\u00eb p\u00ebr fabrikat, energjin\u00eb, GPU-t\u00eb dhe memorien q\u00eb nevojitet p\u00ebr t\u00eb nd\u00ebrtuar Inteligjenc\u00ebn Artificiale.<\/p>\r\n\r\n <p>Dhe ndoshta kjo \u00ebsht\u00eb m\u00ebnyra m\u00eb e thjesht\u00eb p\u00ebr ta kuptuar:<\/p>\r\n \r\n <ul class=\"list-disc pl-6 mb-6 space-y-1 text-gray-700\">\r\n <li>Cloud-i mund t\u00eb duket virtual.<\/li>\r\n <li>Inteligjenca Artificiale mund t\u00eb duket virtuale.<\/li>\r\n <li>Por t\u00eb dyja varen nga burime krejt\u00ebsisht fizike.<\/li>\r\n <\/ul>\r\n\r\n <p>Dhe burimet fizike, kur k\u00ebrkesa tejkalon ofert\u00ebn, kan\u00eb nj\u00eb zakon shum\u00eb t\u00eb vjet\u00ebr: b\u00ebhen t\u00eb shtrenjta.<\/p>\r\n\r\n <div class=\"case-card p-6 rounded-xl mt-10 shadow-lg\">\r\n <h3 class=\"serif text-xl font-bold mb-2\">LISA - Legal Intelligent Software Assistance<\/h3>\r\n <p class=\"mb-2\">Nj\u00eb projekt i Petani Law & Tax, i zhvilluar n\u00eb bashk\u00ebpunim me UPWeb Services. (<a href=\"https:\/\/upwebservices.com\" target=\"_blank\" class=\"text-[var(--gold-light)] underline hover:text-white font-medium\">upwebservices.com<\/a>)<\/p>\r\n <p class=\"mb-0\"><a href=\"https:\/\/www.petani-lisa.com\" target=\"_blank\" class=\"text-[var(--gold-light)] underline hover:text-white font-semibold\">www.petani-lisa.com<\/a><\/p>\r\n <\/div>\r\n <\/article>\r\n\r\n \r\n <article class=\"tp-lang-block tp-lang-en\">\r\n <h2 class=\"serif text-2xl md:text-3xl text-[var(--brown-deep)] mb-6 border-b border-[var(--gold)]\/20 pb-4 font-semibold\">AI is making the world's memory more expensive: What is happening with RAM and why this crisis could affect us all<\/h2>\r\n \r\n <p class=\"drop-cap\">My interest in this topic did not stem from the semiconductor market or an analysis of tech corporations. It started from a concrete project we are developing at Petani Law & Tax, together with UPWeb Services.<\/p>\r\n\r\n <p>For some time now, we have been working on <strong>LISA \u2013 Legal Intelligent Software Assistance<\/strong>, an internal intelligent legal system built upon our own documentation and expertise.<\/p>\r\n\r\n <p>LISA is not merely conceived as an interface that queries an external Artificial Intelligence system. The idea is to build a system that works on top of our own knowledge base: working files and documents, court decisions, legislation, codes, and legal materials gathered and structured over the years.<\/p>\r\n\r\n <p>The goal is for this information to no longer remain just a document archive, but to be searchable, linkable, and analyzable by the system, gradually transforming into an active legal knowledge base.<\/p>\r\n\r\n <p>Right when we transitioned from concept to actual infrastructure design, together with the UPWeb Services team we began calculating server capacity, memory, and the costs the system would require.<\/p>\r\n\r\n <p>And that is where I encountered something I had not anticipated: the price of RAM.<\/p>\r\n\r\n <p>At first, I thought it was simply a temporary spike in hardware prices. But when I looked into it further, I realized that behind the price of RAM lay a much larger phenomenon: the global race for the infrastructure demanded by Artificial Intelligence.<\/p>\r\n\r\n <p>And the numbers are significant.<\/p>\r\n\r\n <p>In October 2025, a standard 32 GB DDR5 RAM kit for a personal computer could be purchased for around $100\u2013200. Today, less than a year later, the same capacity starts at around $350, when available in stock. This is not a pricing error.<\/p>\r\n\r\n <p>According to Tom's Hardware price indexes, the DDR5 market has in some instances seen triple and quadruple price surges.<\/p>\r\n\r\n <p>But our computer RAM is only the visible tip of a much larger problem. Behind it, a global race is underway for one of the most critical resources of the Artificial Intelligence era: <strong>MEMORY<\/strong>.<\/p>\r\n\r\n <div class=\"case-card p-6 rounded-xl my-8 shadow-md\">\r\n <p class=\"font-medium mb-0\">From +20% to +60% within a quarter, HBM, Micron, SK hynix, Samsung, NVIDIA, Cloud, etc.<\/p>\r\n <\/div>\r\n\r\n <h3 class=\"serif text-2xl font-bold text-[var(--brown-deep)] mt-8 mb-4\">From oil to memory?<\/h3>\r\n \r\n <p>The 20th century was built on energy control. The early 21st century was built on data control.<\/p>\r\n \r\n <p>The Artificial Intelligence era may show us that simply having data is not enough. You must also have the physical capacity to process it. In this sense, memory is progressively transforming from a technical component into a strategic pillar of the digital economy.<\/p>\r\n\r\n <p>And here the story brings me back to LISA.<\/p>\r\n\r\n <p>When we initiated this project at Petani Law & Tax alongside UPWeb Services, the objective was legal and technological: how can we turn the knowledge accumulated over years of work, documents, legislation, and judicial practice into a system that can intelligently utilize and analyze this expertise? We never imagined that along the way we would also need to analyze the global memory market.<\/p>\r\n\r\n <p>Yet this is perhaps one of the most interesting aspects of the AI revolution.<\/p>\r\n\r\n <p>A relatively small technological project in a law firm in Albania ends up being impacted by the exact same global memory race involving NVIDIA, Microsoft, Google, Amazon, and the world's largest tech companies.<\/p>\r\n\r\n <p>A RAM kit rising from $100\u2013200 to $350 may look like a minor computer market hiccup. But beneath that price tag lies something much larger: a race for the factories, energy, GPUs, and memory required to build Artificial Intelligence.<\/p>\r\n\r\n <p>And perhaps this is the simplest way to understand it:<\/p>\r\n \r\n <ul class=\"list-disc pl-6 mb-6 space-y-1 text-gray-700\">\r\n <li>The cloud may look virtual.<\/li>\r\n <li>Artificial Intelligence may look virtual.<\/li>\r\n <li>Yet both depend entirely on physical resources.<\/li>\r\n <\/ul>\r\n\r\n <p>And physical resources, when demand outpaces supply, have a very old habit: they become expensive.<\/p>\r\n\r\n <div class=\"case-card p-6 rounded-xl mt-10 shadow-lg\">\r\n <h3 class=\"serif text-xl font-bold mb-2\">LISA - Legal Intelligent Software Assistance<\/h3>\r\n <p class=\"mb-2\">A project by Petani Law & Tax, developed in collaboration with UPWeb Services. (<a href=\"https:\/\/upwebservices.com\" target=\"_blank\" class=\"text-[var(--gold-light)] underline hover:text-white font-medium\">upwebservices.com<\/a>)<\/p>\r\n <p class=\"mb-0\"><a href=\"https:\/\/www.petani-lisa.com\" target=\"_blank\" class=\"text-[var(--gold-light)] underline hover:text-white font-semibold\">www.petani-lisa.com<\/a><\/p>\r\n <\/div>\r\n <\/article>\r\n\r\n \r\n <article class=\"tp-lang-block tp-lang-it\">\r\n <h2 class=\"serif text-2xl md:text-3xl text-[var(--brown-deep)] mb-6 border-b border-[var(--gold)]\/20 pb-4 font-semibold\">L'IA sta rendendo pi\u00f9 costosa la memoria del mondo: cosa sta succedendo alla RAM e perch\u00e9 questa crisi ci riguarda tutti<\/h2>\r\n \r\n <p class=\"drop-cap\">Il mio interesse per questo tema non \u00e8 nato dal mercato dei semiconduttori o da un'analisi sulle aziende tecnologiche. \u00c8 nato da un progetto concreto che stiamo sviluppando presso Petani Law & Tax, insieme a UPWeb Services.<\/p>\r\n\r\n <p>Da qualche tempo stiamo lavorando su <strong>LISA \u2013 Legal Intelligent Software Assistance<\/strong>, un sistema intelligente giuridico interno, costruito sulla nostra documentazione e competenza.<\/p>\r\n\r\n <p>LISA non \u00e8 concepita semplicemente come un'interfaccia che interroga un sistema esterno di Intelligenza Artificiale. L'idea \u00e8 costruire un sistema che lavori sulla nostra base di conoscenze: fascicoli e documenti di lavoro, sentenze giudiziarie, legislazione, codici e materiale giuridico raccolto e strutturato nel corso degli anni.<\/p>\r\n\r\n <p>L'obiettivo \u00e8 che queste informazioni non rimangano solo un archivio di documenti, ma possano essere ricercate, collegate e analizzate dal sistema, trasformandosi gradualmente in una base di conoscenza giuridica attiva.<\/p>\r\n\r\n <p>Proprio quando siamo passati dal concetto alla progettazione concreta dell'infrastruttura, insieme al team di UPWeb Services abbiamo iniziato a calcolare la capacit\u00e0 dei server, la memoria e i costi che il sistema avrebbe richiesto.<\/p>\r\n\r\n <p>Ed \u00e8 l\u00ec che mi sono imbattuto in qualcosa che non avevo previsto: il prezzo della RAM.<\/p>\r\n\r\n <p>All'inizio pensavo fosse semplicemente un aumento temporaneo dei prezzi dell'hardware. Ma quando ho iniziato ad approfondire, ho capito che dietro il prezzo della RAM si celava un fenomeno molto pi\u00f9 grande: la corsa globale all'infrastruttura richiesta dall'Intelligenza Artificiale.<\/p>\r\n\r\n <p>E i numeri sono significativi.<\/p>\r\n\r\n <p>Nell'ottobre 2025, un kit standard di RAM DDR5 da 32 GB per PC poteva essere acquistato per circa 100-200 dollari. Oggi, a meno di un anno di distanza, la stessa capacit\u00e0 parte da circa 350 dollari, quando \u00e8 disponibile in magazzino. Non si tratta di un errore di prezzo.<\/p>\r\n\r\n <p>Secondo gli indici di Tom's Hardware, il mercato delle DDR5 ha registrato in alcuni casi raddoppi, triplicazioni e quadruplicazioni dei prezzi.<\/p>\r\n\r\n <p>Ma la RAM dei nostri computer \u00e8 solo la punta visibile di un problema ben pi\u00f9 grande. Dietro di essa \u00e8 in corso una corsa globale per una delle risorse pi\u00f9 critiche dell'era dell'Intelligenza Artificiale: la <strong>MEMORIA<\/strong>.<\/p>\r\n\r\n <div class=\"case-card p-6 rounded-xl my-8 shadow-md\">\r\n <p class=\"font-medium mb-0\">Dal +20% al +60% in un trimestre, HBM, Micron, SK hynix, Samsung, NVIDIA, Cloud, ecc.<\/p>\r\n <\/div>\r\n\r\n <h3 class=\"serif text-2xl font-bold text-[var(--brown-deep)] mt-8 mb-4\">Dal petrolio alla memoria?<\/h3>\r\n \r\n <p>Il Novecento si \u00e8 fondato sul controllo dell'energia. L'inizio del XXI secolo si \u00e8 fondato sul controllo dei dati.<\/p>\r\n \r\n <p>L'era dell'Intelligenza Artificiale pu\u00f2 dimostrarci che possedere solo i dati non basta. Bisogna possedere anche la capacit\u00e0 fisica per elaborarli. In questo senso, la memoria sta transitando gradualmente da semplice componente tecnica a risorsa strategica dell'economia digitale.<\/p>\r\n\r\n <p>E qui la storia mi riporta a LISA.<\/p>\r\n\r\n <p>Quando abbiamo avviato questo progetto presso Petani Law & Tax insieme a UPWeb Services, l'obiettivo era giuridico e tecnologico: come possiamo trasformare il sapere accumulato in anni di lavoro, documenti, legislazione e pratica giudiziaria in un sistema che possa utilizzare e analizzare questa conoscenza in modo intelligente? Non pensavamo che lungo il percorso avremmo dovuto analizzare anche il mercato globale delle memorie.<\/p>\r\n\r\n <p>Ma forse questo \u00e8 uno degli aspetti pi\u00f9 interessanti della rivoluzione dell'IA.<\/p>\r\n\r\n <p>Un progetto tecnologico relativamente piccolo in uno studio legale in Albania finisce per essere influenzato dalla stessa identica corsa globale alla memoria che vede protagonisti NVIDIA, Microsoft, Google, Amazon e le pi\u00f9 grandi aziende tecnologiche del mondo.<\/p>\r\n\r\n <p>Un kit di RAM passato da 100-200 a 350 dollari pu\u00f2 sembrare un piccolo problema del mercato dei computer. Ma dietro quel prezzo si nasconde qualcosa di molto pi\u00f9 grande: una corsa per le fabbriche, l'energia, le GPU e le memorie necessarie per costruire l'Intelligenza Artificiale.<\/p>\r\n\r\n <p>E forse questo \u00e8 il modo pi\u00f9 semplice per comprenderlo:<\/p>\r\n \r\n <ul class=\"list-disc pl-6 mb-6 space-y-1 text-gray-700\">\r\n <li>Il Cloud pu\u00f2 sembrare virtuale.<\/li>\r\n <li>L'Intelligenza Artificiale pu\u00f2 sembrare virtuale.<\/li>\r\n <li>Ma entrambe dipendono da risorse totalmente fisiche.<\/li>\r\n <\/ul>\r\n\r\n <p>E le risorse fisiche, quando la domanda supera l'offerta, hanno un'abitudine molto antica: diventano costose.<\/p>\r\n\r\n <div class=\"case-card p-6 rounded-xl mt-10 shadow-lg\">\r\n <h3 class=\"serif text-xl font-bold mb-2\">LISA - Legal Intelligent Software Assistance<\/h3>\r\n <p class=\"mb-2\">Un progetto di Petani Law & Tax, sviluppato in collaborazione con UPWeb Services. (<a href=\"https:\/\/upwebservices.com\" target=\"_blank\" class=\"text-[var(--gold-light)] underline hover:text-white font-medium\">upwebservices.com<\/a>)<\/p>\r\n <p class=\"mb-0\"><a href=\"https:\/\/www.petani-lisa.com\" target=\"_blank\" class=\"text-[var(--gold-light)] underline hover:text-white font-semibold\">www.petani-lisa.com<\/a><\/p>\r\n <\/div>\r\n <\/article>\r\n\r\n <\/main>\r\n\r\n<\/body>\r\n<\/html>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>AI po e shtrenjton memorien e bot\u00ebsAI is making the world’s memory more expensiveL’IA sta rendendo pi\u00f9 costosa la memoria del mondo | Petani Law & Tax Ekonomi & Teknologji \u2022 Analiz\u00ebEconomy & Technology \u2022 AnalysisEconomia & Tecnologia \u2022 Analisi AI po e shtrenjton memorien e bot\u00ebsAI is making the world’s memory more expensiveL’IA sta rendendo pi\u00f9 costosa la memoria del mondo \u00c7far\u00eb po ndodh me RAM-in dhe pse kriz\u00eb mund t\u00eb na prek\u00eb t\u00eb gjith\u00ebve Interesi im p\u00ebr k\u00ebt\u00eb tem\u00eb nuk nisi nga tregu i gjysm\u00ebp\u00ebr\u00e7uesve dhe as nga nj\u00eb analiz\u00eb mbi kompanit\u00eb teknologjike. Nisi nga nj\u00eb projekt konkret q\u00eb po zhvillojm\u00eb n\u00eb Petani Law & Tax, s\u00eb bashku me UPWeb Services. Prej disa koh\u00ebsh po punojm\u00eb p\u00ebr LISA – Legal Intelligent Software Assistance, nj\u00eb sistem inteligjent juridik t\u00eb brendsh\u00ebm, t\u00eb nd\u00ebrtuar mbi dokumentacionin dhe njohurit\u00eb tona. LISA nuk \u00ebsht\u00eb konceptuar thjesht si nj\u00eb nd\u00ebrfaqe q\u00eb i drejton pyetje nj\u00eb sistemi t\u00eb jasht\u00ebm t\u00eb Inteligjenc\u00ebs Artificiale. Ideja \u00ebsht\u00eb t\u00eb nd\u00ebrtojm\u00eb nj\u00eb sistem q\u00eb punon mbi baz\u00ebn ton\u00eb t\u00eb njohurive: dosje dhe dokumente pune, vendime gjykatash, legjislacion, kode dhe materiale juridike t\u00eb mbledhura dhe strukturuara nd\u00ebr vite. Synimi \u00ebsht\u00eb q\u00eb ky informacion t\u00eb mos q\u00ebndroj\u00eb m\u00eb vet\u00ebm si nj\u00eb arkiv dokumentesh, por t\u00eb mund t\u00eb k\u00ebrkohet, lidhet dhe analizohet nga sistemi, duke u kthyer gradualisht n\u00eb nj\u00eb baz\u00eb aktive njohurish juridike. Pik\u00ebrisht kur kaluam nga koncepti te projektimi konkret i infrastruktur\u00ebs, s\u00eb bashku me ekipin e UPWeb Services filluam t\u00eb llogarisnim kapacitetin e server\u00ebve, memorien dhe kostot q\u00eb do t\u00eb k\u00ebrkonte sistemi. Dhe aty hasa n\u00eb di\u00e7ka q\u00eb nuk e kisha parashikuar: \u00e7mimin e RAM-it. N\u00eb fillim mendova se ishte thjesht nj\u00eb rritje e p\u00ebrkohshme e \u00e7mimeve t\u00eb hardware-it. Por kur fillova ta k\u00ebrkoja m\u00eb tej, kuptova se pas \u00e7mimit t\u00eb RAM-it fshihej nj\u00eb fenomen shum\u00eb m\u00eb i madh: gara globale p\u00ebr infrastruktur\u00ebn q\u00eb po k\u00ebrkon Inteligjenca Artificiale. Dhe shifrat jan\u00eb dometh\u00ebn\u00ebse. N\u00eb tetor t\u00eb vitit 2025, nj\u00eb kit standard 32 GB DDR5 RAM p\u00ebr nj\u00eb kompjuter personal mund t\u00eb blihej p\u00ebr rreth 100\u2013200 dollar\u00eb. Sot, m\u00eb pak se nj\u00eb vit m\u00eb von\u00eb, i nj\u00ebjti kapacitet nis rreth 350 dollar\u00eb, kur gjendet n\u00eb stok. Nuk \u00ebsht\u00eb nj\u00eb gabim n\u00eb \u00e7mim. Sipas indeksit t\u00eb \u00e7mimeve t\u00eb Tom’s Hardware, tregu i DDR5 ka kaluar n\u00eb disa raste n\u00eb rritje trefishe dhe kat\u00ebrfishe t\u00eb \u00e7mimeve. Por RAM-i i kompjuterit ton\u00eb \u00ebsht\u00eb vet\u00ebm pjesa e dukshme e nj\u00eb problemi shum\u00eb m\u00eb t\u00eb madh. Pas tij po zhvillohet nj\u00eb gar\u00eb globale p\u00ebr nj\u00eb nga burimet m\u00eb t\u00eb r\u00ebnd\u00ebsishme t\u00eb epok\u00ebs s\u00eb Inteligjenc\u00ebs Artificiale: MEMORIEN. Nga +20% n\u00eb +60% brenda nj\u00eb tremujori, HBM, Micron, SK hynix, Samsung, NVIDIA, Cloud, etj. Nga nafta te memoria? Shekulli XX u nd\u00ebrtua mbi kontrollin e energjis\u00eb. Fillimi i shekullit XXI u nd\u00ebrtua mbi kontrollin e t\u00eb dh\u00ebnave. Epoka e Inteligjenc\u00ebs Artificiale mund t\u00eb na tregoj\u00eb se vet\u00ebm t\u00eb kesh t\u00eb dh\u00ebna nuk mjafton. Duhet t\u00eb kesh edhe kapacitetin fizik p\u00ebr t’i p\u00ebrpunuar ato. N\u00eb k\u00ebt\u00eb kuptim, memoria po shnd\u00ebrrohet gradualisht nga nj\u00eb komponent teknik n\u00eb nj\u00eb burim strategjik t\u00eb ekonomis\u00eb dixhitale. Dhe k\u00ebtu historia m\u00eb kthen p\u00ebrs\u00ebri te LISA. Kur nis\u00ebm k\u00ebt\u00eb projekt n\u00eb Petani Law & Tax s\u00eb bashku me UPWeb Services, objektivi ishte juridik dhe teknologjik: si mund ta kthejm\u00eb dijen e akumuluar n\u00eb vite pune, dokumente, legjislacion dhe praktik\u00eb gjyq\u00ebsore n\u00eb nj\u00eb sistem q\u00eb mund ta p\u00ebrdor\u00eb dhe analizoj\u00eb k\u00ebt\u00eb njohuri n\u00eb m\u00ebnyr\u00eb inteligjente? Nuk mendonim se gjat\u00eb rrug\u00ebs do t\u00eb na duhej t\u00eb analizonim edhe tregun bot\u00ebror t\u00eb memories. Por pik\u00ebrisht kjo \u00ebsht\u00eb ndoshta nj\u00eb nga gj\u00ebrat m\u00eb interesante t\u00eb revolucionit t\u00eb AI. Nj\u00eb projekt relativisht i vog\u00ebl teknologjik n\u00eb nj\u00eb studio ligjore n\u00eb Shqip\u00ebri p\u00ebrfundon duke u ndikuar nga e nj\u00ebjta gar\u00eb globale p\u00ebr memorie ku marrin pjes\u00eb NVIDIA, Microsoft, Google, Amazon dhe kompanit\u00eb m\u00eb t\u00eb m\u00ebdha t\u00eb teknologjis\u00eb n\u00eb bot\u00eb. Nj\u00eb kit RAM q\u00eb nga 100\u2013200 dollar\u00eb shkon drejt 350 dollar\u00ebve mund t\u00eb duket si nj\u00eb problem i vog\u00ebl i tregut t\u00eb kompjuter\u00ebve. Por pas atij \u00e7mimi fshihet di\u00e7ka shum\u00eb m\u00eb e madhe: nj\u00eb gar\u00eb p\u00ebr fabrikat, energjin\u00eb, GPU-t\u00eb dhe memorien q\u00eb nevojitet p\u00ebr t\u00eb nd\u00ebrtuar Inteligjenc\u00ebn Artificiale. Dhe ndoshta kjo \u00ebsht\u00eb m\u00ebnyra m\u00eb e thjesht\u00eb p\u00ebr ta kuptuar: Cloud-i mund t\u00eb duket virtual. Inteligjenca Artificiale mund t\u00eb duket virtuale. Por t\u00eb dyja varen nga burime krejt\u00ebsisht fizike. Dhe burimet fizike, kur k\u00ebrkesa tejkalon ofert\u00ebn, kan\u00eb nj\u00eb zakon shum\u00eb t\u00eb vjet\u00ebr: b\u00ebhen t\u00eb shtrenjta. LISA – Legal Intelligent Software Assistance Nj\u00eb projekt i Petani Law & Tax, i zhvilluar n\u00eb bashk\u00ebpunim me UPWeb Services. (upwebservices.com) www.petani-lisa.com AI is making the world’s memory more expensive: What is happening with RAM and why this crisis could affect us all My interest in this topic did not stem from the semiconductor market or an analysis of tech corporations. It started from a concrete project we are developing at Petani Law & Tax, together with UPWeb Services. For some time now, we have been working on LISA \u2013 Legal Intelligent Software Assistance, an internal intelligent legal system built upon our own documentation and expertise. LISA is not merely conceived as an interface that queries an external Artificial Intelligence system. The idea is to build a system that works on top of our own knowledge base: working files and documents, court decisions, legislation, codes, and legal materials gathered and structured over the years. The goal is for this information to no longer remain just a document archive, but to be searchable, linkable, and analyzable by the system, gradually transforming into an active legal knowledge base. Right when we transitioned from concept to actual infrastructure design, together with the UPWeb Services team we began calculating server capacity, memory, and the costs the system would require. And that is where I encountered something I had not anticipated: the price of RAM. At first, I thought it was simply a temporary spike in hardware prices. But when I looked into it further, I realized that behind the price of RAM lay a much larger phenomenon: the global race for the infrastructure demanded by Artificial Intelligence. And the numbers are significant. In<\/p>","protected":false},"author":1,"featured_media":3637,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_header_footer","format":"standard","meta":{"_thinkrank_schema_form_data":"","_thinkrank_selected_schema_type":"","_thinkrank_additional_schemas":"","_thinkrank_canonical_url":"","_thinkrank_og_title":"","_thinkrank_og_description":"","_thinkrank_og_image":"","_thinkrank_twitter_title":"","_thinkrank_twitter_description":"","_thinkrank_twitter_image":"","_thinkrank_imported_from":"","_thinkrank_focus_keywords":[],"_thinkrank_focus_keyword":"","_thinkrank_robots_meta_enabled":0,"_thinkrank_robots_meta":"[]","_thinkrank_advanced_robots_meta":"[]","_thinkrank_primary_category":0,"footnotes":""},"categories":[23],"tags":[],"class_list":["post-4299","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-petani-blog"],"yoast_head":"\n<title>AI is making world memory more expensive. - Petani Law Firm<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.petani-lawfirm.com\/sq\/ai-is-making-world-memory-more-expensive\/\" \/>\n<meta property=\"og:locale\" content=\"sq_AL\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI is making world memory more expensive. - Petani Law Firm\" \/>\n<meta property=\"og:description\" content=\"AI po e shtrenjton memorien e bot\u00ebsAI is making the world’s memory more expensiveL’IA sta rendendo pi\u00f9 costosa la memoria del mondo | Petani Law & Tax Ekonomi & Teknologji \u2022 Analiz\u00ebEconomy & Technology \u2022 AnalysisEconomia & Tecnologia \u2022 Analisi AI po e shtrenjton memorien e bot\u00ebsAI is making the world’s memory more expensiveL’IA sta rendendo pi\u00f9 costosa la memoria del mondo \u00c7far\u00eb po ndodh me RAM-in dhe pse kriz\u00eb mund t\u00eb na prek\u00eb t\u00eb gjith\u00ebve Interesi im p\u00ebr k\u00ebt\u00eb tem\u00eb nuk nisi nga tregu i gjysm\u00ebp\u00ebr\u00e7uesve dhe as nga nj\u00eb analiz\u00eb mbi kompanit\u00eb teknologjike. Nisi nga nj\u00eb projekt konkret q\u00eb po zhvillojm\u00eb n\u00eb Petani Law & Tax, s\u00eb bashku me UPWeb Services. Prej disa koh\u00ebsh po punojm\u00eb p\u00ebr LISA – Legal Intelligent Software Assistance, nj\u00eb sistem inteligjent juridik t\u00eb brendsh\u00ebm, t\u00eb nd\u00ebrtuar mbi dokumentacionin dhe njohurit\u00eb tona. LISA nuk \u00ebsht\u00eb konceptuar thjesht si nj\u00eb nd\u00ebrfaqe q\u00eb i drejton pyetje nj\u00eb sistemi t\u00eb jasht\u00ebm t\u00eb Inteligjenc\u00ebs Artificiale. Ideja \u00ebsht\u00eb t\u00eb nd\u00ebrtojm\u00eb nj\u00eb sistem q\u00eb punon mbi baz\u00ebn ton\u00eb t\u00eb njohurive: dosje dhe dokumente pune, vendime gjykatash, legjislacion, kode dhe materiale juridike t\u00eb mbledhura dhe strukturuara nd\u00ebr vite. Synimi \u00ebsht\u00eb q\u00eb ky informacion t\u00eb mos q\u00ebndroj\u00eb m\u00eb vet\u00ebm si nj\u00eb arkiv dokumentesh, por t\u00eb mund t\u00eb k\u00ebrkohet, lidhet dhe analizohet nga sistemi, duke u kthyer gradualisht n\u00eb nj\u00eb baz\u00eb aktive njohurish juridike. Pik\u00ebrisht kur kaluam nga koncepti te projektimi konkret i infrastruktur\u00ebs, s\u00eb bashku me ekipin e UPWeb Services filluam t\u00eb llogarisnim kapacitetin e server\u00ebve, memorien dhe kostot q\u00eb do t\u00eb k\u00ebrkonte sistemi. Dhe aty hasa n\u00eb di\u00e7ka q\u00eb nuk e kisha parashikuar: \u00e7mimin e RAM-it. N\u00eb fillim mendova se ishte thjesht nj\u00eb rritje e p\u00ebrkohshme e \u00e7mimeve t\u00eb hardware-it. Por kur fillova ta k\u00ebrkoja m\u00eb tej, kuptova se pas \u00e7mimit t\u00eb RAM-it fshihej nj\u00eb fenomen shum\u00eb m\u00eb i madh: gara globale p\u00ebr infrastruktur\u00ebn q\u00eb po k\u00ebrkon Inteligjenca Artificiale. Dhe shifrat jan\u00eb dometh\u00ebn\u00ebse. N\u00eb tetor t\u00eb vitit 2025, nj\u00eb kit standard 32 GB DDR5 RAM p\u00ebr nj\u00eb kompjuter personal mund t\u00eb blihej p\u00ebr rreth 100\u2013200 dollar\u00eb. Sot, m\u00eb pak se nj\u00eb vit m\u00eb von\u00eb, i nj\u00ebjti kapacitet nis rreth 350 dollar\u00eb, kur gjendet n\u00eb stok. Nuk \u00ebsht\u00eb nj\u00eb gabim n\u00eb \u00e7mim. Sipas indeksit t\u00eb \u00e7mimeve t\u00eb Tom’s Hardware, tregu i DDR5 ka kaluar n\u00eb disa raste n\u00eb rritje trefishe dhe kat\u00ebrfishe t\u00eb \u00e7mimeve. Por RAM-i i kompjuterit ton\u00eb \u00ebsht\u00eb vet\u00ebm pjesa e dukshme e nj\u00eb problemi shum\u00eb m\u00eb t\u00eb madh. Pas tij po zhvillohet nj\u00eb gar\u00eb globale p\u00ebr nj\u00eb nga burimet m\u00eb t\u00eb r\u00ebnd\u00ebsishme t\u00eb epok\u00ebs s\u00eb Inteligjenc\u00ebs Artificiale: MEMORIEN. Nga +20% n\u00eb +60% brenda nj\u00eb tremujori, HBM, Micron, SK hynix, Samsung, NVIDIA, Cloud, etj. Nga nafta te memoria? Shekulli XX u nd\u00ebrtua mbi kontrollin e energjis\u00eb. Fillimi i shekullit XXI u nd\u00ebrtua mbi kontrollin e t\u00eb dh\u00ebnave. Epoka e Inteligjenc\u00ebs Artificiale mund t\u00eb na tregoj\u00eb se vet\u00ebm t\u00eb kesh t\u00eb dh\u00ebna nuk mjafton. Duhet t\u00eb kesh edhe kapacitetin fizik p\u00ebr t’i p\u00ebrpunuar ato. N\u00eb k\u00ebt\u00eb kuptim, memoria po shnd\u00ebrrohet gradualisht nga nj\u00eb komponent teknik n\u00eb nj\u00eb burim strategjik t\u00eb ekonomis\u00eb dixhitale. Dhe k\u00ebtu historia m\u00eb kthen p\u00ebrs\u00ebri te LISA. Kur nis\u00ebm k\u00ebt\u00eb projekt n\u00eb Petani Law & Tax s\u00eb bashku me UPWeb Services, objektivi ishte juridik dhe teknologjik: si mund ta kthejm\u00eb dijen e akumuluar n\u00eb vite pune, dokumente, legjislacion dhe praktik\u00eb gjyq\u00ebsore n\u00eb nj\u00eb sistem q\u00eb mund ta p\u00ebrdor\u00eb dhe analizoj\u00eb k\u00ebt\u00eb njohuri n\u00eb m\u00ebnyr\u00eb inteligjente? Nuk mendonim se gjat\u00eb rrug\u00ebs do t\u00eb na duhej t\u00eb analizonim edhe tregun bot\u00ebror t\u00eb memories. Por pik\u00ebrisht kjo \u00ebsht\u00eb ndoshta nj\u00eb nga gj\u00ebrat m\u00eb interesante t\u00eb revolucionit t\u00eb AI. Nj\u00eb projekt relativisht i vog\u00ebl teknologjik n\u00eb nj\u00eb studio ligjore n\u00eb Shqip\u00ebri p\u00ebrfundon duke u ndikuar nga e nj\u00ebjta gar\u00eb globale p\u00ebr memorie ku marrin pjes\u00eb NVIDIA, Microsoft, Google, Amazon dhe kompanit\u00eb m\u00eb t\u00eb m\u00ebdha t\u00eb teknologjis\u00eb n\u00eb bot\u00eb. Nj\u00eb kit RAM q\u00eb nga 100\u2013200 dollar\u00eb shkon drejt 350 dollar\u00ebve mund t\u00eb duket si nj\u00eb problem i vog\u00ebl i tregut t\u00eb kompjuter\u00ebve. Por pas atij \u00e7mimi fshihet di\u00e7ka shum\u00eb m\u00eb e madhe: nj\u00eb gar\u00eb p\u00ebr fabrikat, energjin\u00eb, GPU-t\u00eb dhe memorien q\u00eb nevojitet p\u00ebr t\u00eb nd\u00ebrtuar Inteligjenc\u00ebn Artificiale. Dhe ndoshta kjo \u00ebsht\u00eb m\u00ebnyra m\u00eb e thjesht\u00eb p\u00ebr ta kuptuar: Cloud-i mund t\u00eb duket virtual. Inteligjenca Artificiale mund t\u00eb duket virtuale. Por t\u00eb dyja varen nga burime krejt\u00ebsisht fizike. Dhe burimet fizike, kur k\u00ebrkesa tejkalon ofert\u00ebn, kan\u00eb nj\u00eb zakon shum\u00eb t\u00eb vjet\u00ebr: b\u00ebhen t\u00eb shtrenjta. LISA – Legal Intelligent Software Assistance Nj\u00eb projekt i Petani Law & Tax, i zhvilluar n\u00eb bashk\u00ebpunim me UPWeb Services. (upwebservices.com) www.petani-lisa.com AI is making the world’s memory more expensive: What is happening with RAM and why this crisis could affect us all My interest in this topic did not stem from the semiconductor market or an analysis of tech corporations. It started from a concrete project we are developing at Petani Law & Tax, together with UPWeb Services. For some time now, we have been working on LISA \u2013 Legal Intelligent Software Assistance, an internal intelligent legal system built upon our own documentation and expertise. LISA is not merely conceived as an interface that queries an external Artificial Intelligence system. The idea is to build a system that works on top of our own knowledge base: working files and documents, court decisions, legislation, codes, and legal materials gathered and structured over the years. The goal is for this information to no longer remain just a document archive, but to be searchable, linkable, and analyzable by the system, gradually transforming into an active legal knowledge base. Right when we transitioned from concept to actual infrastructure design, together with the UPWeb Services team we began calculating server capacity, memory, and the costs the system would require. And that is where I encountered something I had not anticipated: the price of RAM. At first, I thought it was simply a temporary spike in hardware prices. But when I looked into it further, I realized that behind the price of RAM lay a much larger phenomenon: the global race for the infrastructure demanded by Artificial Intelligence. And the numbers are significant. 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Petani Law Firm","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.petani-lawfirm.com\/sq\/ai-is-making-world-memory-more-expensive\/","og_locale":"sq_AL","og_type":"article","og_title":"AI is making world memory more expensive. - Petani Law Firm","og_description":"AI po e shtrenjton memorien e bot\u00ebsAI is making the world’s memory more expensiveL’IA sta rendendo pi\u00f9 costosa la memoria del mondo | Petani Law & Tax Ekonomi & Teknologji \u2022 Analiz\u00ebEconomy & Technology \u2022 AnalysisEconomia & Tecnologia \u2022 Analisi AI po e shtrenjton memorien e bot\u00ebsAI is making the world’s memory more expensiveL’IA sta rendendo pi\u00f9 costosa la memoria del mondo \u00c7far\u00eb po ndodh me RAM-in dhe pse kriz\u00eb mund t\u00eb na prek\u00eb t\u00eb gjith\u00ebve Interesi im p\u00ebr k\u00ebt\u00eb tem\u00eb nuk nisi nga tregu i gjysm\u00ebp\u00ebr\u00e7uesve dhe as nga nj\u00eb analiz\u00eb mbi kompanit\u00eb teknologjike. Nisi nga nj\u00eb projekt konkret q\u00eb po zhvillojm\u00eb n\u00eb Petani Law & Tax, s\u00eb bashku me UPWeb Services. Prej disa koh\u00ebsh po punojm\u00eb p\u00ebr LISA – Legal Intelligent Software Assistance, nj\u00eb sistem inteligjent juridik t\u00eb brendsh\u00ebm, t\u00eb nd\u00ebrtuar mbi dokumentacionin dhe njohurit\u00eb tona. LISA nuk \u00ebsht\u00eb konceptuar thjesht si nj\u00eb nd\u00ebrfaqe q\u00eb i drejton pyetje nj\u00eb sistemi t\u00eb jasht\u00ebm t\u00eb Inteligjenc\u00ebs Artificiale. Ideja \u00ebsht\u00eb t\u00eb nd\u00ebrtojm\u00eb nj\u00eb sistem q\u00eb punon mbi baz\u00ebn ton\u00eb t\u00eb njohurive: dosje dhe dokumente pune, vendime gjykatash, legjislacion, kode dhe materiale juridike t\u00eb mbledhura dhe strukturuara nd\u00ebr vite. Synimi \u00ebsht\u00eb q\u00eb ky informacion t\u00eb mos q\u00ebndroj\u00eb m\u00eb vet\u00ebm si nj\u00eb arkiv dokumentesh, por t\u00eb mund t\u00eb k\u00ebrkohet, lidhet dhe analizohet nga sistemi, duke u kthyer gradualisht n\u00eb nj\u00eb baz\u00eb aktive njohurish juridike. Pik\u00ebrisht kur kaluam nga koncepti te projektimi konkret i infrastruktur\u00ebs, s\u00eb bashku me ekipin e UPWeb Services filluam t\u00eb llogarisnim kapacitetin e server\u00ebve, memorien dhe kostot q\u00eb do t\u00eb k\u00ebrkonte sistemi. Dhe aty hasa n\u00eb di\u00e7ka q\u00eb nuk e kisha parashikuar: \u00e7mimin e RAM-it. N\u00eb fillim mendova se ishte thjesht nj\u00eb rritje e p\u00ebrkohshme e \u00e7mimeve t\u00eb hardware-it. Por kur fillova ta k\u00ebrkoja m\u00eb tej, kuptova se pas \u00e7mimit t\u00eb RAM-it fshihej nj\u00eb fenomen shum\u00eb m\u00eb i madh: gara globale p\u00ebr infrastruktur\u00ebn q\u00eb po k\u00ebrkon Inteligjenca Artificiale. Dhe shifrat jan\u00eb dometh\u00ebn\u00ebse. N\u00eb tetor t\u00eb vitit 2025, nj\u00eb kit standard 32 GB DDR5 RAM p\u00ebr nj\u00eb kompjuter personal mund t\u00eb blihej p\u00ebr rreth 100\u2013200 dollar\u00eb. Sot, m\u00eb pak se nj\u00eb vit m\u00eb von\u00eb, i nj\u00ebjti kapacitet nis rreth 350 dollar\u00eb, kur gjendet n\u00eb stok. Nuk \u00ebsht\u00eb nj\u00eb gabim n\u00eb \u00e7mim. Sipas indeksit t\u00eb \u00e7mimeve t\u00eb Tom’s Hardware, tregu i DDR5 ka kaluar n\u00eb disa raste n\u00eb rritje trefishe dhe kat\u00ebrfishe t\u00eb \u00e7mimeve. Por RAM-i i kompjuterit ton\u00eb \u00ebsht\u00eb vet\u00ebm pjesa e dukshme e nj\u00eb problemi shum\u00eb m\u00eb t\u00eb madh. Pas tij po zhvillohet nj\u00eb gar\u00eb globale p\u00ebr nj\u00eb nga burimet m\u00eb t\u00eb r\u00ebnd\u00ebsishme t\u00eb epok\u00ebs s\u00eb Inteligjenc\u00ebs Artificiale: MEMORIEN. Nga +20% n\u00eb +60% brenda nj\u00eb tremujori, HBM, Micron, SK hynix, Samsung, NVIDIA, Cloud, etj. Nga nafta te memoria? Shekulli XX u nd\u00ebrtua mbi kontrollin e energjis\u00eb. Fillimi i shekullit XXI u nd\u00ebrtua mbi kontrollin e t\u00eb dh\u00ebnave. Epoka e Inteligjenc\u00ebs Artificiale mund t\u00eb na tregoj\u00eb se vet\u00ebm t\u00eb kesh t\u00eb dh\u00ebna nuk mjafton. Duhet t\u00eb kesh edhe kapacitetin fizik p\u00ebr t’i p\u00ebrpunuar ato. N\u00eb k\u00ebt\u00eb kuptim, memoria po shnd\u00ebrrohet gradualisht nga nj\u00eb komponent teknik n\u00eb nj\u00eb burim strategjik t\u00eb ekonomis\u00eb dixhitale. Dhe k\u00ebtu historia m\u00eb kthen p\u00ebrs\u00ebri te LISA. Kur nis\u00ebm k\u00ebt\u00eb projekt n\u00eb Petani Law & Tax s\u00eb bashku me UPWeb Services, objektivi ishte juridik dhe teknologjik: si mund ta kthejm\u00eb dijen e akumuluar n\u00eb vite pune, dokumente, legjislacion dhe praktik\u00eb gjyq\u00ebsore n\u00eb nj\u00eb sistem q\u00eb mund ta p\u00ebrdor\u00eb dhe analizoj\u00eb k\u00ebt\u00eb njohuri n\u00eb m\u00ebnyr\u00eb inteligjente? Nuk mendonim se gjat\u00eb rrug\u00ebs do t\u00eb na duhej t\u00eb analizonim edhe tregun bot\u00ebror t\u00eb memories. Por pik\u00ebrisht kjo \u00ebsht\u00eb ndoshta nj\u00eb nga gj\u00ebrat m\u00eb interesante t\u00eb revolucionit t\u00eb AI. Nj\u00eb projekt relativisht i vog\u00ebl teknologjik n\u00eb nj\u00eb studio ligjore n\u00eb Shqip\u00ebri p\u00ebrfundon duke u ndikuar nga e nj\u00ebjta gar\u00eb globale p\u00ebr memorie ku marrin pjes\u00eb NVIDIA, Microsoft, Google, Amazon dhe kompanit\u00eb m\u00eb t\u00eb m\u00ebdha t\u00eb teknologjis\u00eb n\u00eb bot\u00eb. Nj\u00eb kit RAM q\u00eb nga 100\u2013200 dollar\u00eb shkon drejt 350 dollar\u00ebve mund t\u00eb duket si nj\u00eb problem i vog\u00ebl i tregut t\u00eb kompjuter\u00ebve. Por pas atij \u00e7mimi fshihet di\u00e7ka shum\u00eb m\u00eb e madhe: nj\u00eb gar\u00eb p\u00ebr fabrikat, energjin\u00eb, GPU-t\u00eb dhe memorien q\u00eb nevojitet p\u00ebr t\u00eb nd\u00ebrtuar Inteligjenc\u00ebn Artificiale. Dhe ndoshta kjo \u00ebsht\u00eb m\u00ebnyra m\u00eb e thjesht\u00eb p\u00ebr ta kuptuar: Cloud-i mund t\u00eb duket virtual. Inteligjenca Artificiale mund t\u00eb duket virtuale. Por t\u00eb dyja varen nga burime krejt\u00ebsisht fizike. Dhe burimet fizike, kur k\u00ebrkesa tejkalon ofert\u00ebn, kan\u00eb nj\u00eb zakon shum\u00eb t\u00eb vjet\u00ebr: b\u00ebhen t\u00eb shtrenjta. LISA – Legal Intelligent Software Assistance Nj\u00eb projekt i Petani Law & Tax, i zhvilluar n\u00eb bashk\u00ebpunim me UPWeb Services. (upwebservices.com) www.petani-lisa.com AI is making the world’s memory more expensive: What is happening with RAM and why this crisis could affect us all My interest in this topic did not stem from the semiconductor market or an analysis of tech corporations. It started from a concrete project we are developing at Petani Law & Tax, together with UPWeb Services. For some time now, we have been working on LISA \u2013 Legal Intelligent Software Assistance, an internal intelligent legal system built upon our own documentation and expertise. LISA is not merely conceived as an interface that queries an external Artificial Intelligence system. The idea is to build a system that works on top of our own knowledge base: working files and documents, court decisions, legislation, codes, and legal materials gathered and structured over the years. The goal is for this information to no longer remain just a document archive, but to be searchable, linkable, and analyzable by the system, gradually transforming into an active legal knowledge base. Right when we transitioned from concept to actual infrastructure design, together with the UPWeb Services team we began calculating server capacity, memory, and the costs the system would require. And that is where I encountered something I had not anticipated: the price of RAM. At first, I thought it was simply a temporary spike in hardware prices. But when I looked into it further, I realized that behind the price of RAM lay a much larger phenomenon: the global race for the infrastructure demanded by Artificial Intelligence. And the numbers are significant. In","og_url":"https:\/\/www.petani-lawfirm.com\/sq\/ai-is-making-world-memory-more-expensive\/","og_site_name":"Petani Law Firm","article_published_time":"2026-08-18T06:24:27+00:00","article_modified_time":"2026-08-18T06:43:21+00:00","og_image":[{"width":2560,"height":2560,"url":"https:\/\/www.petani-lawfirm.com\/wp-content\/uploads\/2026\/04\/case-studies-petani-scaled.webp","type":"image\/webp"}],"author":"Stafi","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Stafi","Est. reading time":"10 minuta"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.petani-lawfirm.com\/ai-is-making-world-memory-more-expensive\/#article","isPartOf":{"@id":"https:\/\/www.petani-lawfirm.com\/ai-is-making-world-memory-more-expensive\/"},"author":{"name":"Stafi","@id":"https:\/\/www.petani-lawfirm.com\/sq\/#\/schema\/person\/6dde4e6d9a37ed818d90e2333ea4df90"},"headline":"AI is making world memory more expensive.","datePublished":"2026-08-18T06:24:27+00:00","dateModified":"2026-08-18T06:43:21+00:00","mainEntityOfPage":{"@id":"https:\/\/www.petani-lawfirm.com\/ai-is-making-world-memory-more-expensive\/"},"wordCount":2141,"commentCount":0,"publisher":{"@id":"https:\/\/www.petani-lawfirm.com\/sq\/#organization"},"image":{"@id":"https:\/\/www.petani-lawfirm.com\/ai-is-making-world-memory-more-expensive\/#primaryimage"},"thumbnailUrl":"https:\/\/www.petani-lawfirm.com\/wp-content\/uploads\/2026\/04\/case-studies-petani-scaled.webp","articleSection":["Petani Blog"],"inLanguage":"sq","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/www.petani-lawfirm.com\/ai-is-making-world-memory-more-expensive\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/www.petani-lawfirm.com\/ai-is-making-world-memory-more-expensive\/","url":"https:\/\/www.petani-lawfirm.com\/ai-is-making-world-memory-more-expensive\/","name":"AI is making world memory more expensive. - 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\n\t\t\t\t\t\r\n\r\n\r\n \r\n \r\n \r\n <span class=\"tp-lang-sq\">AI po e shtrenjton memorien e bot\u00ebs<\/span><span class=\"tp-lang-en\">AI is making the world's memory more expensive<\/span><span class=\"tp-lang-it\">L'IA sta rendendo pi\u00f9 costosa la memoria del mondo<\/span> | Petani Law & Tax\r\n <\/title>\r\n <script src=\"https:\/\/cdn.tailwindcss.com\"><\/script>\r\n <link href=\"https:\/\/fonts.googleapis.com\/css2?family=Inter:wght@300;400;500;600;700&family=Playfair+Display:ital,wght@0,400;0,600;0,700;1,400;1,700&display=swap\" rel=\"stylesheet\">\r\n \r\n <style>\r\n :root {\r\n --gold: #c5a059;\r\n --gold-light: #dfc493;\r\n --espresso: #1a0f0a;\r\n --brown-deep: #2c1810;\r\n --cream: #fdfcf9;\r\n }\r\n body { font-family: 'Inter', sans-serif; background-color: var(--cream); color: var(--espresso); line-height: 1.7; }\r\n .serif { font-family: 'Playfair Display', serif; }\r\n\r\n .drop-cap::first-letter { float: left; font-family: 'Playfair Display', serif; font-size: 4rem; 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}\r\n body.translatepress-sq_AL title span.tp-lang-sq,\r\n html[lang=\"sq\"] title span.tp-lang-sq,\r\n body.translatepress-sq_AL h1 span.tp-lang-sq,\r\n html[lang=\"sq\"] h1 span.tp-lang-sq,\r\n body.translatepress-sq_AL h2 span.tp-lang-sq,\r\n html[lang=\"sq\"] h2 span.tp-lang-sq,\r\n body.translatepress-sq_AL h3 span.tp-lang-sq,\r\n html[lang=\"sq\"] h3 span.tp-lang-sq,\r\n body.translatepress-sq_AL p span.tp-lang-sq,\r\n html[lang=\"sq\"] p span.tp-lang-sq,\r\n body.translatepress-sq_AL li span.tp-lang-sq,\r\n html[lang=\"sq\"] li span.tp-lang-sq { display: inline; }\r\n\r\n \/* Show English when TranslatePress language is EN *\/\r\n body.translatepress-en_US .tp-lang-en,\r\n body.translatepress-en_GB .tp-lang-en,\r\n html[lang=\"en\"] .tp-lang-en { display: block; }\r\n body.translatepress-en_US title span.tp-lang-en,\r\n body.translatepress-en_GB title span.tp-lang-en,\r\n html[lang=\"en\"] title span.tp-lang-en,\r\n body.translatepress-en_US h1 span.tp-lang-en,\r\n body.translatepress-en_GB h1 span.tp-lang-en,\r\n html[lang=\"en\"] h1 span.tp-lang-en,\r\n body.translatepress-en_US h2 span.tp-lang-en,\r\n body.translatepress-en_GB h2 span.tp-lang-en,\r\n html[lang=\"en\"] h2 span.tp-lang-en,\r\n body.translatepress-en_US h3 span.tp-lang-en,\r\n body.translatepress-en_GB h3 span.tp-lang-en,\r\n html[lang=\"en\"] h3 span.tp-lang-en,\r\n body.translatepress-en_US p span.tp-lang-en,\r\n body.translatepress-en_GB p span.tp-lang-en,\r\n html[lang=\"en\"] p span.tp-lang-en,\r\n body.translatepress-en_US li span.tp-lang-en,\r\n body.translatepress-en_GB li span.tp-lang-en,\r\n html[lang=\"en\"] li span.tp-lang-en { display: inline; }\r\n\r\n \/* Show Italian when TranslatePress language is IT *\/\r\n body.translatepress-it_IT .tp-lang-it,\r\n html[lang=\"it\"] .tp-lang-it { display: block; }\r\n body.translatepress-it_IT title span.tp-lang-it,\r\n html[lang=\"it\"] title span.tp-lang-it,\r\n body.translatepress-it_IT h1 span.tp-lang-it,\r\n html[lang=\"it\"] h1 span.tp-lang-it,\r\n body.translatepress-it_IT h2 span.tp-lang-it,\r\n html[lang=\"it\"] h2 span.tp-lang-it,\r\n body.translatepress-it_IT h3 span.tp-lang-it,\r\n html[lang=\"it\"] h3 span.tp-lang-it,\r\n body.translatepress-it_IT p span.tp-lang-it,\r\n html[lang=\"it\"] p span.tp-lang-it,\r\n body.translatepress-it_IT li span.tp-lang-it,\r\n html[lang=\"it\"] li span.tp-lang-it { display: inline; }\r\n <\/style>\r\n<\/head>\r\n<body class=\"antialiased\">\r\n\r\n <main class=\"max-w-3xl mx-auto px-6 py-12\">\r\n \r\n \r\n <div class=\"relative w-full h-[360px] rounded-2xl overflow-hidden shadow-xl mb-10 border-b-4 border-[var(--gold)]\">\r\n <img decoding=\"async\" src=\"https:\/\/images.pexels.com\/photos\/3861969\/pexels-photo-3861969.jpeg\" alt=\"Global AI Memory Crisis and RAM Price Surge\" class=\"w-full h-full object-cover object-center brightness-[0.65]\">\r\n <div class=\"absolute inset-0 bg-gradient-to-t from-black\/90 via-black\/40 to-transparent\"><\/div>\r\n <div class=\"absolute bottom-8 left-8 right-8 text-white\">\r\n <p class=\"text-[var(--gold)] tracking-widest uppercase font-semibold text-xs mb-2\">\r\n <span class=\"tp-lang-sq\">Ekonomi & Teknologji \u2022 Analiz\u00eb<\/span><span class=\"tp-lang-en\">Economy & Technology \u2022 Analysis<\/span><span class=\"tp-lang-it\">Economia & Tecnologia \u2022 Analisi<\/span>\r\n <\/p>\r\n <h1 class=\"serif text-3xl md:text-4xl font-bold leading-tight\">\r\n <span class=\"tp-lang-sq\">AI po e shtrenjton memorien e bot\u00ebs<\/span><span class=\"tp-lang-en\">AI is making the world's memory more expensive<\/span><span class=\"tp-lang-it\">L'IA sta rendendo pi\u00f9 costosa la memoria del mondo<\/span>\r\n <\/h1>\r\n <\/div>\r\n <\/div>\r\n\r\n \r\n <article class=\"tp-lang-block tp-lang-sq\">\r\n <h2 class=\"serif text-2xl md:text-3xl text-[var(--brown-deep)] mb-6 border-b border-[var(--gold)]\/20 pb-4 font-semibold\">\u00c7far\u00eb po ndodh me RAM-in dhe pse kriz\u00eb mund t\u00eb na prek\u00eb t\u00eb gjith\u00ebve<\/h2>\r\n \r\n <p class=\"drop-cap\">Interesi im p\u00ebr k\u00ebt\u00eb tem\u00eb nuk nisi nga tregu i gjysm\u00ebp\u00ebr\u00e7uesve dhe as nga nj\u00eb analiz\u00eb mbi kompanit\u00eb teknologjike. Nisi nga nj\u00eb projekt konkret q\u00eb po zhvillojm\u00eb n\u00eb Petani Law & Tax, s\u00eb bashku me UPWeb Services.<\/p>\r\n\r\n <p>Prej disa koh\u00ebsh po punojm\u00eb p\u00ebr <strong>LISA - Legal Intelligent Software Assistance<\/strong>, nj\u00eb sistem inteligjent juridik t\u00eb brendsh\u00ebm, t\u00eb nd\u00ebrtuar mbi dokumentacionin dhe njohurit\u00eb tona.<\/p>\r\n\r\n <p>LISA nuk \u00ebsht\u00eb konceptuar thjesht si nj\u00eb nd\u00ebrfaqe q\u00eb i drejton pyetje nj\u00eb sistemi t\u00eb jasht\u00ebm t\u00eb Inteligjenc\u00ebs Artificiale. Ideja \u00ebsht\u00eb t\u00eb nd\u00ebrtojm\u00eb nj\u00eb sistem q\u00eb punon mbi baz\u00ebn ton\u00eb t\u00eb njohurive: dosje dhe dokumente pune, vendime gjykatash, legjislacion, kode dhe materiale juridike t\u00eb mbledhura dhe strukturuara nd\u00ebr vite.<\/p>\r\n\r\n <p>Synimi \u00ebsht\u00eb q\u00eb ky informacion t\u00eb mos q\u00ebndroj\u00eb m\u00eb vet\u00ebm si nj\u00eb arkiv dokumentesh, por t\u00eb mund t\u00eb k\u00ebrkohet, lidhet dhe analizohet nga sistemi, duke u kthyer gradualisht n\u00eb nj\u00eb baz\u00eb aktive njohurish juridike.<\/p>\r\n\r\n <p>Pik\u00ebrisht kur kaluam nga koncepti te projektimi konkret i infrastruktur\u00ebs, s\u00eb bashku me ekipin e UPWeb Services filluam t\u00eb llogarisnim kapacitetin e server\u00ebve, memorien dhe kostot q\u00eb do t\u00eb k\u00ebrkonte sistemi.<\/p>\r\n\r\n <p>Dhe aty hasa n\u00eb di\u00e7ka q\u00eb nuk e kisha parashikuar: \u00e7mimin e RAM-it.<\/p>\r\n\r\n <p>N\u00eb fillim mendova se ishte thjesht nj\u00eb rritje e p\u00ebrkohshme e \u00e7mimeve t\u00eb hardware-it. Por kur fillova ta k\u00ebrkoja m\u00eb tej, kuptova se pas \u00e7mimit t\u00eb RAM-it fshihej nj\u00eb fenomen shum\u00eb m\u00eb i madh: gara globale p\u00ebr infrastruktur\u00ebn q\u00eb po k\u00ebrkon Inteligjenca Artificiale.<\/p>\r\n\r\n <p>Dhe shifrat jan\u00eb dometh\u00ebn\u00ebse.<\/p>\r\n\r\n <p>N\u00eb tetor t\u00eb vitit 2025, nj\u00eb kit standard 32 GB DDR5 RAM p\u00ebr nj\u00eb kompjuter personal mund t\u00eb blihej p\u00ebr rreth 100\u2013200 dollar\u00eb. Sot, m\u00eb pak se nj\u00eb vit m\u00eb von\u00eb, i nj\u00ebjti kapacitet nis rreth 350 dollar\u00eb, kur gjendet n\u00eb stok. Nuk \u00ebsht\u00eb nj\u00eb gabim n\u00eb \u00e7mim.<\/p>\r\n\r\n <p>Sipas indeksit t\u00eb \u00e7mimeve t\u00eb Tom's Hardware, tregu i DDR5 ka kaluar n\u00eb disa raste n\u00eb rritje trefishe dhe kat\u00ebrfishe t\u00eb \u00e7mimeve.<\/p>\r\n\r\n <p>Por RAM-i i kompjuterit ton\u00eb \u00ebsht\u00eb vet\u00ebm pjesa e dukshme e nj\u00eb problemi shum\u00eb m\u00eb t\u00eb madh. Pas tij po zhvillohet nj\u00eb gar\u00eb globale p\u00ebr nj\u00eb nga burimet m\u00eb t\u00eb r\u00ebnd\u00ebsishme t\u00eb epok\u00ebs s\u00eb Inteligjenc\u00ebs Artificiale: <strong>MEMORIEN<\/strong>.<\/p>\r\n\r\n <div class=\"case-card p-6 rounded-xl my-8 shadow-md\">\r\n <p class=\"font-medium mb-0\">Nga +20% n\u00eb +60% brenda nj\u00eb tremujori, HBM, Micron, SK hynix, Samsung, NVIDIA, Cloud, etj.<\/p>\r\n <\/div>\r\n\r\n <h3 class=\"serif text-2xl font-bold text-[var(--brown-deep)] mt-8 mb-4\">Nga nafta te memoria?<\/h3>\r\n \r\n <p>Shekulli XX u nd\u00ebrtua mbi kontrollin e energjis\u00eb. Fillimi i shekullit XXI u nd\u00ebrtua mbi kontrollin e t\u00eb dh\u00ebnave.<\/p>\r\n \r\n <p>Epoka e Inteligjenc\u00ebs Artificiale mund t\u00eb na tregoj\u00eb se vet\u00ebm t\u00eb kesh t\u00eb dh\u00ebna nuk mjafton. Duhet t\u00eb kesh edhe kapacitetin fizik p\u00ebr t'i p\u00ebrpunuar ato. N\u00eb k\u00ebt\u00eb kuptim, memoria po shnd\u00ebrrohet gradualisht nga nj\u00eb komponent teknik n\u00eb nj\u00eb burim strategjik t\u00eb ekonomis\u00eb dixhitale.<\/p>\r\n\r\n <p>Dhe k\u00ebtu historia m\u00eb kthen p\u00ebrs\u00ebri te LISA.<\/p>\r\n\r\n <p>Kur nis\u00ebm k\u00ebt\u00eb projekt n\u00eb Petani Law & Tax s\u00eb bashku me UPWeb Services, objektivi ishte juridik dhe teknologjik: si mund ta kthejm\u00eb dijen e akumuluar n\u00eb vite pune, dokumente, legjislacion dhe praktik\u00eb gjyq\u00ebsore n\u00eb nj\u00eb sistem q\u00eb mund ta p\u00ebrdor\u00eb dhe analizoj\u00eb k\u00ebt\u00eb njohuri n\u00eb m\u00ebnyr\u00eb inteligjente? Nuk mendonim se gjat\u00eb rrug\u00ebs do t\u00eb na duhej t\u00eb analizonim edhe tregun bot\u00ebror t\u00eb memories.<\/p>\r\n\r\n <p>Por pik\u00ebrisht kjo \u00ebsht\u00eb ndoshta nj\u00eb nga gj\u00ebrat m\u00eb interesante t\u00eb revolucionit t\u00eb AI.<\/p>\r\n\r\n <p>Nj\u00eb projekt relativisht i vog\u00ebl teknologjik n\u00eb nj\u00eb studio ligjore n\u00eb Shqip\u00ebri p\u00ebrfundon duke u ndikuar nga e nj\u00ebjta gar\u00eb globale p\u00ebr memorie ku marrin pjes\u00eb NVIDIA, Microsoft, Google, Amazon dhe kompanit\u00eb m\u00eb t\u00eb m\u00ebdha t\u00eb teknologjis\u00eb n\u00eb bot\u00eb.<\/p>\r\n\r\n <p>Nj\u00eb kit RAM q\u00eb nga 100\u2013200 dollar\u00eb shkon drejt 350 dollar\u00ebve mund t\u00eb duket si nj\u00eb problem i vog\u00ebl i tregut t\u00eb kompjuter\u00ebve. Por pas atij \u00e7mimi fshihet di\u00e7ka shum\u00eb m\u00eb e madhe: nj\u00eb gar\u00eb p\u00ebr fabrikat, energjin\u00eb, GPU-t\u00eb dhe memorien q\u00eb nevojitet p\u00ebr t\u00eb nd\u00ebrtuar Inteligjenc\u00ebn Artificiale.<\/p>\r\n\r\n <p>Dhe ndoshta kjo \u00ebsht\u00eb m\u00ebnyra m\u00eb e thjesht\u00eb p\u00ebr ta kuptuar:<\/p>\r\n \r\n <ul class=\"list-disc pl-6 mb-6 space-y-1 text-gray-700\">\r\n <li>Cloud-i mund t\u00eb duket virtual.<\/li>\r\n <li>Inteligjenca Artificiale mund t\u00eb duket virtuale.<\/li>\r\n <li>Por t\u00eb dyja varen nga burime krejt\u00ebsisht fizike.<\/li>\r\n <\/ul>\r\n\r\n <p>Dhe burimet fizike, kur k\u00ebrkesa tejkalon ofert\u00ebn, kan\u00eb nj\u00eb zakon shum\u00eb t\u00eb vjet\u00ebr: b\u00ebhen t\u00eb shtrenjta.<\/p>\r\n\r\n <div class=\"case-card p-6 rounded-xl mt-10 shadow-lg\">\r\n <h3 class=\"serif text-xl font-bold mb-2\">LISA - Legal Intelligent Software Assistance<\/h3>\r\n <p class=\"mb-2\">Nj\u00eb projekt i Petani Law & Tax, i zhvilluar n\u00eb bashk\u00ebpunim me UPWeb Services. (<a href=\"https:\/\/upwebservices.com\" target=\"_blank\" class=\"text-[var(--gold-light)] underline hover:text-white font-medium\">upwebservices.com<\/a>)<\/p>\r\n <p class=\"mb-0\"><a href=\"https:\/\/www.petani-lisa.com\" target=\"_blank\" class=\"text-[var(--gold-light)] underline hover:text-white font-semibold\">www.petani-lisa.com<\/a><\/p>\r\n <\/div>\r\n <\/article>\r\n\r\n \r\n <article class=\"tp-lang-block tp-lang-en\">\r\n <h2 class=\"serif text-2xl md:text-3xl text-[var(--brown-deep)] mb-6 border-b border-[var(--gold)]\/20 pb-4 font-semibold\">AI is making the world's memory more expensive: What is happening with RAM and why this crisis could affect us all<\/h2>\r\n \r\n <p class=\"drop-cap\">My interest in this topic did not stem from the semiconductor market or an analysis of tech corporations. It started from a concrete project we are developing at Petani Law & Tax, together with UPWeb Services.<\/p>\r\n\r\n <p>For some time now, we have been working on <strong>LISA \u2013 Legal Intelligent Software Assistance<\/strong>, an internal intelligent legal system built upon our own documentation and expertise.<\/p>\r\n\r\n <p>LISA is not merely conceived as an interface that queries an external Artificial Intelligence system. The idea is to build a system that works on top of our own knowledge base: working files and documents, court decisions, legislation, codes, and legal materials gathered and structured over the years.<\/p>\r\n\r\n <p>The goal is for this information to no longer remain just a document archive, but to be searchable, linkable, and analyzable by the system, gradually transforming into an active legal knowledge base.<\/p>\r\n\r\n <p>Right when we transitioned from concept to actual infrastructure design, together with the UPWeb Services team we began calculating server capacity, memory, and the costs the system would require.<\/p>\r\n\r\n <p>And that is where I encountered something I had not anticipated: the price of RAM.<\/p>\r\n\r\n <p>At first, I thought it was simply a temporary spike in hardware prices. But when I looked into it further, I realized that behind the price of RAM lay a much larger phenomenon: the global race for the infrastructure demanded by Artificial Intelligence.<\/p>\r\n\r\n <p>And the numbers are significant.<\/p>\r\n\r\n <p>In October 2025, a standard 32 GB DDR5 RAM kit for a personal computer could be purchased for around $100\u2013200. Today, less than a year later, the same capacity starts at around $350, when available in stock. This is not a pricing error.<\/p>\r\n\r\n <p>According to Tom's Hardware price indexes, the DDR5 market has in some instances seen triple and quadruple price surges.<\/p>\r\n\r\n <p>But our computer RAM is only the visible tip of a much larger problem. Behind it, a global race is underway for one of the most critical resources of the Artificial Intelligence era: <strong>MEMORY<\/strong>.<\/p>\r\n\r\n <div class=\"case-card p-6 rounded-xl my-8 shadow-md\">\r\n <p class=\"font-medium mb-0\">From +20% to +60% within a quarter, HBM, Micron, SK hynix, Samsung, NVIDIA, Cloud, etc.<\/p>\r\n <\/div>\r\n\r\n <h3 class=\"serif text-2xl font-bold text-[var(--brown-deep)] mt-8 mb-4\">From oil to memory?<\/h3>\r\n \r\n <p>The 20th century was built on energy control. The early 21st century was built on data control.<\/p>\r\n \r\n <p>The Artificial Intelligence era may show us that simply having data is not enough. You must also have the physical capacity to process it. In this sense, memory is progressively transforming from a technical component into a strategic pillar of the digital economy.<\/p>\r\n\r\n <p>And here the story brings me back to LISA.<\/p>\r\n\r\n <p>When we initiated this project at Petani Law & Tax alongside UPWeb Services, the objective was legal and technological: how can we turn the knowledge accumulated over years of work, documents, legislation, and judicial practice into a system that can intelligently utilize and analyze this expertise? We never imagined that along the way we would also need to analyze the global memory market.<\/p>\r\n\r\n <p>Yet this is perhaps one of the most interesting aspects of the AI revolution.<\/p>\r\n\r\n <p>A relatively small technological project in a law firm in Albania ends up being impacted by the exact same global memory race involving NVIDIA, Microsoft, Google, Amazon, and the world's largest tech companies.<\/p>\r\n\r\n <p>A RAM kit rising from $100\u2013200 to $350 may look like a minor computer market hiccup. But beneath that price tag lies something much larger: a race for the factories, energy, GPUs, and memory required to build Artificial Intelligence.<\/p>\r\n\r\n <p>And perhaps this is the simplest way to understand it:<\/p>\r\n \r\n <ul class=\"list-disc pl-6 mb-6 space-y-1 text-gray-700\">\r\n <li>The cloud may look virtual.<\/li>\r\n <li>Artificial Intelligence may look virtual.<\/li>\r\n <li>Yet both depend entirely on physical resources.<\/li>\r\n <\/ul>\r\n\r\n <p>And physical resources, when demand outpaces supply, have a very old habit: they become expensive.<\/p>\r\n\r\n <div class=\"case-card p-6 rounded-xl mt-10 shadow-lg\">\r\n <h3 class=\"serif text-xl font-bold mb-2\">LISA - Legal Intelligent Software Assistance<\/h3>\r\n <p class=\"mb-2\">A project by Petani Law & Tax, developed in collaboration with UPWeb Services. (<a href=\"https:\/\/upwebservices.com\" target=\"_blank\" class=\"text-[var(--gold-light)] underline hover:text-white font-medium\">upwebservices.com<\/a>)<\/p>\r\n <p class=\"mb-0\"><a href=\"https:\/\/www.petani-lisa.com\" target=\"_blank\" class=\"text-[var(--gold-light)] underline hover:text-white font-semibold\">www.petani-lisa.com<\/a><\/p>\r\n <\/div>\r\n <\/article>\r\n\r\n \r\n <article class=\"tp-lang-block tp-lang-it\">\r\n <h2 class=\"serif text-2xl md:text-3xl text-[var(--brown-deep)] mb-6 border-b border-[var(--gold)]\/20 pb-4 font-semibold\">L'IA sta rendendo pi\u00f9 costosa la memoria del mondo: cosa sta succedendo alla RAM e perch\u00e9 questa crisi ci riguarda tutti<\/h2>\r\n \r\n <p class=\"drop-cap\">Il mio interesse per questo tema non \u00e8 nato dal mercato dei semiconduttori o da un'analisi sulle aziende tecnologiche. \u00c8 nato da un progetto concreto che stiamo sviluppando presso Petani Law & Tax, insieme a UPWeb Services.<\/p>\r\n\r\n <p>Da qualche tempo stiamo lavorando su <strong>LISA \u2013 Legal Intelligent Software Assistance<\/strong>, un sistema intelligente giuridico interno, costruito sulla nostra documentazione e competenza.<\/p>\r\n\r\n <p>LISA non \u00e8 concepita semplicemente come un'interfaccia che interroga un sistema esterno di Intelligenza Artificiale. L'idea \u00e8 costruire un sistema che lavori sulla nostra base di conoscenze: fascicoli e documenti di lavoro, sentenze giudiziarie, legislazione, codici e materiale giuridico raccolto e strutturato nel corso degli anni.<\/p>\r\n\r\n <p>L'obiettivo \u00e8 che queste informazioni non rimangano solo un archivio di documenti, ma possano essere ricercate, collegate e analizzate dal sistema, trasformandosi gradualmente in una base di conoscenza giuridica attiva.<\/p>\r\n\r\n <p>Proprio quando siamo passati dal concetto alla progettazione concreta dell'infrastruttura, insieme al team di UPWeb Services abbiamo iniziato a calcolare la capacit\u00e0 dei server, la memoria e i costi che il sistema avrebbe richiesto.<\/p>\r\n\r\n <p>Ed \u00e8 l\u00ec che mi sono imbattuto in qualcosa che non avevo previsto: il prezzo della RAM.<\/p>\r\n\r\n <p>All'inizio pensavo fosse semplicemente un aumento temporaneo dei prezzi dell'hardware. Ma quando ho iniziato ad approfondire, ho capito che dietro il prezzo della RAM si celava un fenomeno molto pi\u00f9 grande: la corsa globale all'infrastruttura richiesta dall'Intelligenza Artificiale.<\/p>\r\n\r\n <p>E i numeri sono significativi.<\/p>\r\n\r\n <p>Nell'ottobre 2025, un kit standard di RAM DDR5 da 32 GB per PC poteva essere acquistato per circa 100-200 dollari. Oggi, a meno di un anno di distanza, la stessa capacit\u00e0 parte da circa 350 dollari, quando \u00e8 disponibile in magazzino. Non si tratta di un errore di prezzo.<\/p>\r\n\r\n <p>Secondo gli indici di Tom's Hardware, il mercato delle DDR5 ha registrato in alcuni casi raddoppi, triplicazioni e quadruplicazioni dei prezzi.<\/p>\r\n\r\n <p>Ma la RAM dei nostri computer \u00e8 solo la punta visibile di un problema ben pi\u00f9 grande. Dietro di essa \u00e8 in corso una corsa globale per una delle risorse pi\u00f9 critiche dell'era dell'Intelligenza Artificiale: la <strong>MEMORIA<\/strong>.<\/p>\r\n\r\n <div class=\"case-card p-6 rounded-xl my-8 shadow-md\">\r\n <p class=\"font-medium mb-0\">Dal +20% al +60% in un trimestre, HBM, Micron, SK hynix, Samsung, NVIDIA, Cloud, ecc.<\/p>\r\n <\/div>\r\n\r\n <h3 class=\"serif text-2xl font-bold text-[var(--brown-deep)] mt-8 mb-4\">Dal petrolio alla memoria?<\/h3>\r\n \r\n <p>Il Novecento si \u00e8 fondato sul controllo dell'energia. L'inizio del XXI secolo si \u00e8 fondato sul controllo dei dati.<\/p>\r\n \r\n <p>L'era dell'Intelligenza Artificiale pu\u00f2 dimostrarci che possedere solo i dati non basta. Bisogna possedere anche la capacit\u00e0 fisica per elaborarli. In questo senso, la memoria sta transitando gradualmente da semplice componente tecnica a risorsa strategica dell'economia digitale.<\/p>\r\n\r\n <p>E qui la storia mi riporta a LISA.<\/p>\r\n\r\n <p>Quando abbiamo avviato questo progetto presso Petani Law & Tax insieme a UPWeb Services, l'obiettivo era giuridico e tecnologico: come possiamo trasformare il sapere accumulato in anni di lavoro, documenti, legislazione e pratica giudiziaria in un sistema che possa utilizzare e analizzare questa conoscenza in modo intelligente? Non pensavamo che lungo il percorso avremmo dovuto analizzare anche il mercato globale delle memorie.<\/p>\r\n\r\n <p>Ma forse questo \u00e8 uno degli aspetti pi\u00f9 interessanti della rivoluzione dell'IA.<\/p>\r\n\r\n <p>Un progetto tecnologico relativamente piccolo in uno studio legale in Albania finisce per essere influenzato dalla stessa identica corsa globale alla memoria che vede protagonisti NVIDIA, Microsoft, Google, Amazon e le pi\u00f9 grandi aziende tecnologiche del mondo.<\/p>\r\n\r\n <p>Un kit di RAM passato da 100-200 a 350 dollari pu\u00f2 sembrare un piccolo problema del mercato dei computer. Ma dietro quel prezzo si nasconde qualcosa di molto pi\u00f9 grande: una corsa per le fabbriche, l'energia, le GPU e le memorie necessarie per costruire l'Intelligenza Artificiale.<\/p>\r\n\r\n <p>E forse questo \u00e8 il modo pi\u00f9 semplice per comprenderlo:<\/p>\r\n \r\n <ul class=\"list-disc pl-6 mb-6 space-y-1 text-gray-700\">\r\n <li>Il Cloud pu\u00f2 sembrare virtuale.<\/li>\r\n <li>L'Intelligenza Artificiale pu\u00f2 sembrare virtuale.<\/li>\r\n <li>Ma entrambe dipendono da risorse totalmente fisiche.<\/li>\r\n <\/ul>\r\n\r\n <p>E le risorse fisiche, quando la domanda supera l'offerta, hanno un'abitudine molto antica: diventano costose.<\/p>\r\n\r\n <div class=\"case-card p-6 rounded-xl mt-10 shadow-lg\">\r\n <h3 class=\"serif text-xl font-bold mb-2\">LISA - Legal Intelligent Software Assistance<\/h3>\r\n <p class=\"mb-2\">Un progetto di Petani Law & Tax, sviluppato in collaborazione con UPWeb Services. (<a href=\"https:\/\/upwebservices.com\" target=\"_blank\" class=\"text-[var(--gold-light)] underline hover:text-white font-medium\">upwebservices.com<\/a>)<\/p>\r\n <p class=\"mb-0\"><a href=\"https:\/\/www.petani-lisa.com\" target=\"_blank\" class=\"text-[var(--gold-light)] underline hover:text-white font-semibold\">www.petani-lisa.com<\/a><\/p>\r\n <\/div>\r\n <\/article>\r\n\r\n <\/main>\r\n\r\n<\/body>\r\n<\/html>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>AI po e shtrenjton memorien e bot\u00ebsAI is making the world’s memory more expensiveL’IA sta rendendo pi\u00f9 costosa la memoria del mondo | Petani Law & Tax Ekonomi & Teknologji \u2022 Analiz\u00ebEconomy & Technology \u2022 AnalysisEconomia & Tecnologia \u2022 Analisi AI po e shtrenjton memorien e bot\u00ebsAI is making the world’s memory more expensiveL’IA sta rendendo pi\u00f9 costosa la memoria del mondo \u00c7far\u00eb po ndodh me RAM-in dhe pse kriz\u00eb mund t\u00eb na prek\u00eb t\u00eb gjith\u00ebve Interesi im p\u00ebr k\u00ebt\u00eb tem\u00eb nuk nisi nga tregu i gjysm\u00ebp\u00ebr\u00e7uesve dhe as nga nj\u00eb analiz\u00eb mbi kompanit\u00eb teknologjike. Nisi nga nj\u00eb projekt konkret q\u00eb po zhvillojm\u00eb n\u00eb Petani Law & Tax, s\u00eb bashku me UPWeb Services. Prej disa koh\u00ebsh po punojm\u00eb p\u00ebr LISA – Legal Intelligent Software Assistance, nj\u00eb sistem inteligjent juridik t\u00eb brendsh\u00ebm, t\u00eb nd\u00ebrtuar mbi dokumentacionin dhe njohurit\u00eb tona. LISA nuk \u00ebsht\u00eb konceptuar thjesht si nj\u00eb nd\u00ebrfaqe q\u00eb i drejton pyetje nj\u00eb sistemi t\u00eb jasht\u00ebm t\u00eb Inteligjenc\u00ebs Artificiale. Ideja \u00ebsht\u00eb t\u00eb nd\u00ebrtojm\u00eb nj\u00eb sistem q\u00eb punon mbi baz\u00ebn ton\u00eb t\u00eb njohurive: dosje dhe dokumente pune, vendime gjykatash, legjislacion, kode dhe materiale juridike t\u00eb mbledhura dhe strukturuara nd\u00ebr vite. Synimi \u00ebsht\u00eb q\u00eb ky informacion t\u00eb mos q\u00ebndroj\u00eb m\u00eb vet\u00ebm si nj\u00eb arkiv dokumentesh, por t\u00eb mund t\u00eb k\u00ebrkohet, lidhet dhe analizohet nga sistemi, duke u kthyer gradualisht n\u00eb nj\u00eb baz\u00eb aktive njohurish juridike. Pik\u00ebrisht kur kaluam nga koncepti te projektimi konkret i infrastruktur\u00ebs, s\u00eb bashku me ekipin e UPWeb Services filluam t\u00eb llogarisnim kapacitetin e server\u00ebve, memorien dhe kostot q\u00eb do t\u00eb k\u00ebrkonte sistemi. Dhe aty hasa n\u00eb di\u00e7ka q\u00eb nuk e kisha parashikuar: \u00e7mimin e RAM-it. N\u00eb fillim mendova se ishte thjesht nj\u00eb rritje e p\u00ebrkohshme e \u00e7mimeve t\u00eb hardware-it. Por kur fillova ta k\u00ebrkoja m\u00eb tej, kuptova se pas \u00e7mimit t\u00eb RAM-it fshihej nj\u00eb fenomen shum\u00eb m\u00eb i madh: gara globale p\u00ebr infrastruktur\u00ebn q\u00eb po k\u00ebrkon Inteligjenca Artificiale. Dhe shifrat jan\u00eb dometh\u00ebn\u00ebse. N\u00eb tetor t\u00eb vitit 2025, nj\u00eb kit standard 32 GB DDR5 RAM p\u00ebr nj\u00eb kompjuter personal mund t\u00eb blihej p\u00ebr rreth 100\u2013200 dollar\u00eb. Sot, m\u00eb pak se nj\u00eb vit m\u00eb von\u00eb, i nj\u00ebjti kapacitet nis rreth 350 dollar\u00eb, kur gjendet n\u00eb stok. Nuk \u00ebsht\u00eb nj\u00eb gabim n\u00eb \u00e7mim. Sipas indeksit t\u00eb \u00e7mimeve t\u00eb Tom’s Hardware, tregu i DDR5 ka kaluar n\u00eb disa raste n\u00eb rritje trefishe dhe kat\u00ebrfishe t\u00eb \u00e7mimeve. Por RAM-i i kompjuterit ton\u00eb \u00ebsht\u00eb vet\u00ebm pjesa e dukshme e nj\u00eb problemi shum\u00eb m\u00eb t\u00eb madh. Pas tij po zhvillohet nj\u00eb gar\u00eb globale p\u00ebr nj\u00eb nga burimet m\u00eb t\u00eb r\u00ebnd\u00ebsishme t\u00eb epok\u00ebs s\u00eb Inteligjenc\u00ebs Artificiale: MEMORIEN. Nga +20% n\u00eb +60% brenda nj\u00eb tremujori, HBM, Micron, SK hynix, Samsung, NVIDIA, Cloud, etj. Nga nafta te memoria? Shekulli XX u nd\u00ebrtua mbi kontrollin e energjis\u00eb. Fillimi i shekullit XXI u nd\u00ebrtua mbi kontrollin e t\u00eb dh\u00ebnave. Epoka e Inteligjenc\u00ebs Artificiale mund t\u00eb na tregoj\u00eb se vet\u00ebm t\u00eb kesh t\u00eb dh\u00ebna nuk mjafton. Duhet t\u00eb kesh edhe kapacitetin fizik p\u00ebr t’i p\u00ebrpunuar ato. N\u00eb k\u00ebt\u00eb kuptim, memoria po shnd\u00ebrrohet gradualisht nga nj\u00eb komponent teknik n\u00eb nj\u00eb burim strategjik t\u00eb ekonomis\u00eb dixhitale. Dhe k\u00ebtu historia m\u00eb kthen p\u00ebrs\u00ebri te LISA. Kur nis\u00ebm k\u00ebt\u00eb projekt n\u00eb Petani Law & Tax s\u00eb bashku me UPWeb Services, objektivi ishte juridik dhe teknologjik: si mund ta kthejm\u00eb dijen e akumuluar n\u00eb vite pune, dokumente, legjislacion dhe praktik\u00eb gjyq\u00ebsore n\u00eb nj\u00eb sistem q\u00eb mund ta p\u00ebrdor\u00eb dhe analizoj\u00eb k\u00ebt\u00eb njohuri n\u00eb m\u00ebnyr\u00eb inteligjente? Nuk mendonim se gjat\u00eb rrug\u00ebs do t\u00eb na duhej t\u00eb analizonim edhe tregun bot\u00ebror t\u00eb memories. Por pik\u00ebrisht kjo \u00ebsht\u00eb ndoshta nj\u00eb nga gj\u00ebrat m\u00eb interesante t\u00eb revolucionit t\u00eb AI. Nj\u00eb projekt relativisht i vog\u00ebl teknologjik n\u00eb nj\u00eb studio ligjore n\u00eb Shqip\u00ebri p\u00ebrfundon duke u ndikuar nga e nj\u00ebjta gar\u00eb globale p\u00ebr memorie ku marrin pjes\u00eb NVIDIA, Microsoft, Google, Amazon dhe kompanit\u00eb m\u00eb t\u00eb m\u00ebdha t\u00eb teknologjis\u00eb n\u00eb bot\u00eb. Nj\u00eb kit RAM q\u00eb nga 100\u2013200 dollar\u00eb shkon drejt 350 dollar\u00ebve mund t\u00eb duket si nj\u00eb problem i vog\u00ebl i tregut t\u00eb kompjuter\u00ebve. Por pas atij \u00e7mimi fshihet di\u00e7ka shum\u00eb m\u00eb e madhe: nj\u00eb gar\u00eb p\u00ebr fabrikat, energjin\u00eb, GPU-t\u00eb dhe memorien q\u00eb nevojitet p\u00ebr t\u00eb nd\u00ebrtuar Inteligjenc\u00ebn Artificiale. Dhe ndoshta kjo \u00ebsht\u00eb m\u00ebnyra m\u00eb e thjesht\u00eb p\u00ebr ta kuptuar: Cloud-i mund t\u00eb duket virtual. Inteligjenca Artificiale mund t\u00eb duket virtuale. Por t\u00eb dyja varen nga burime krejt\u00ebsisht fizike. Dhe burimet fizike, kur k\u00ebrkesa tejkalon ofert\u00ebn, kan\u00eb nj\u00eb zakon shum\u00eb t\u00eb vjet\u00ebr: b\u00ebhen t\u00eb shtrenjta. LISA – Legal Intelligent Software Assistance Nj\u00eb projekt i Petani Law & Tax, i zhvilluar n\u00eb bashk\u00ebpunim me UPWeb Services. (upwebservices.com) www.petani-lisa.com AI is making the world’s memory more expensive: What is happening with RAM and why this crisis could affect us all My interest in this topic did not stem from the semiconductor market or an analysis of tech corporations. It started from a concrete project we are developing at Petani Law & Tax, together with UPWeb Services. For some time now, we have been working on LISA \u2013 Legal Intelligent Software Assistance, an internal intelligent legal system built upon our own documentation and expertise. LISA is not merely conceived as an interface that queries an external Artificial Intelligence system. The idea is to build a system that works on top of our own knowledge base: working files and documents, court decisions, legislation, codes, and legal materials gathered and structured over the years. The goal is for this information to no longer remain just a document archive, but to be searchable, linkable, and analyzable by the system, gradually transforming into an active legal knowledge base. Right when we transitioned from concept to actual infrastructure design, together with the UPWeb Services team we began calculating server capacity, memory, and the costs the system would require. And that is where I encountered something I had not anticipated: the price of RAM. At first, I thought it was simply a temporary spike in hardware prices. But when I looked into it further, I realized that behind the price of RAM lay a much larger phenomenon: the global race for the infrastructure demanded by Artificial Intelligence. And the numbers are significant. In<\/p>","protected":false},"author":1,"featured_media":3637,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_header_footer","format":"standard","meta":{"_thinkrank_schema_form_data":"","_thinkrank_selected_schema_type":"","_thinkrank_additional_schemas":"","_thinkrank_canonical_url":"","_thinkrank_og_title":"","_thinkrank_og_description":"","_thinkrank_og_image":"","_thinkrank_twitter_title":"","_thinkrank_twitter_description":"","_thinkrank_twitter_image":"","_thinkrank_imported_from":"","_thinkrank_focus_keywords":[],"_thinkrank_focus_keyword":"","_thinkrank_robots_meta_enabled":0,"_thinkrank_robots_meta":"[]","_thinkrank_advanced_robots_meta":"[]","_thinkrank_primary_category":0,"footnotes":""},"categories":[23],"tags":[],"class_list":["post-4299","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-petani-blog"],"yoast_head":"\n<title>AI is making world memory more expensive. - Petani Law Firm<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.petani-lawfirm.com\/sq\/ai-is-making-world-memory-more-expensive\/\" \/>\n<meta property=\"og:locale\" content=\"sq_AL\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI is making world memory more expensive. - Petani Law Firm\" \/>\n<meta property=\"og:description\" content=\"AI po e shtrenjton memorien e bot\u00ebsAI is making the world’s memory more expensiveL’IA sta rendendo pi\u00f9 costosa la memoria del mondo | Petani Law & Tax Ekonomi & Teknologji \u2022 Analiz\u00ebEconomy & Technology \u2022 AnalysisEconomia & Tecnologia \u2022 Analisi AI po e shtrenjton memorien e bot\u00ebsAI is making the world’s memory more expensiveL’IA sta rendendo pi\u00f9 costosa la memoria del mondo \u00c7far\u00eb po ndodh me RAM-in dhe pse kriz\u00eb mund t\u00eb na prek\u00eb t\u00eb gjith\u00ebve Interesi im p\u00ebr k\u00ebt\u00eb tem\u00eb nuk nisi nga tregu i gjysm\u00ebp\u00ebr\u00e7uesve dhe as nga nj\u00eb analiz\u00eb mbi kompanit\u00eb teknologjike. Nisi nga nj\u00eb projekt konkret q\u00eb po zhvillojm\u00eb n\u00eb Petani Law & Tax, s\u00eb bashku me UPWeb Services. Prej disa koh\u00ebsh po punojm\u00eb p\u00ebr LISA – Legal Intelligent Software Assistance, nj\u00eb sistem inteligjent juridik t\u00eb brendsh\u00ebm, t\u00eb nd\u00ebrtuar mbi dokumentacionin dhe njohurit\u00eb tona. LISA nuk \u00ebsht\u00eb konceptuar thjesht si nj\u00eb nd\u00ebrfaqe q\u00eb i drejton pyetje nj\u00eb sistemi t\u00eb jasht\u00ebm t\u00eb Inteligjenc\u00ebs Artificiale. Ideja \u00ebsht\u00eb t\u00eb nd\u00ebrtojm\u00eb nj\u00eb sistem q\u00eb punon mbi baz\u00ebn ton\u00eb t\u00eb njohurive: dosje dhe dokumente pune, vendime gjykatash, legjislacion, kode dhe materiale juridike t\u00eb mbledhura dhe strukturuara nd\u00ebr vite. Synimi \u00ebsht\u00eb q\u00eb ky informacion t\u00eb mos q\u00ebndroj\u00eb m\u00eb vet\u00ebm si nj\u00eb arkiv dokumentesh, por t\u00eb mund t\u00eb k\u00ebrkohet, lidhet dhe analizohet nga sistemi, duke u kthyer gradualisht n\u00eb nj\u00eb baz\u00eb aktive njohurish juridike. Pik\u00ebrisht kur kaluam nga koncepti te projektimi konkret i infrastruktur\u00ebs, s\u00eb bashku me ekipin e UPWeb Services filluam t\u00eb llogarisnim kapacitetin e server\u00ebve, memorien dhe kostot q\u00eb do t\u00eb k\u00ebrkonte sistemi. Dhe aty hasa n\u00eb di\u00e7ka q\u00eb nuk e kisha parashikuar: \u00e7mimin e RAM-it. N\u00eb fillim mendova se ishte thjesht nj\u00eb rritje e p\u00ebrkohshme e \u00e7mimeve t\u00eb hardware-it. Por kur fillova ta k\u00ebrkoja m\u00eb tej, kuptova se pas \u00e7mimit t\u00eb RAM-it fshihej nj\u00eb fenomen shum\u00eb m\u00eb i madh: gara globale p\u00ebr infrastruktur\u00ebn q\u00eb po k\u00ebrkon Inteligjenca Artificiale. Dhe shifrat jan\u00eb dometh\u00ebn\u00ebse. N\u00eb tetor t\u00eb vitit 2025, nj\u00eb kit standard 32 GB DDR5 RAM p\u00ebr nj\u00eb kompjuter personal mund t\u00eb blihej p\u00ebr rreth 100\u2013200 dollar\u00eb. Sot, m\u00eb pak se nj\u00eb vit m\u00eb von\u00eb, i nj\u00ebjti kapacitet nis rreth 350 dollar\u00eb, kur gjendet n\u00eb stok. Nuk \u00ebsht\u00eb nj\u00eb gabim n\u00eb \u00e7mim. Sipas indeksit t\u00eb \u00e7mimeve t\u00eb Tom’s Hardware, tregu i DDR5 ka kaluar n\u00eb disa raste n\u00eb rritje trefishe dhe kat\u00ebrfishe t\u00eb \u00e7mimeve. Por RAM-i i kompjuterit ton\u00eb \u00ebsht\u00eb vet\u00ebm pjesa e dukshme e nj\u00eb problemi shum\u00eb m\u00eb t\u00eb madh. Pas tij po zhvillohet nj\u00eb gar\u00eb globale p\u00ebr nj\u00eb nga burimet m\u00eb t\u00eb r\u00ebnd\u00ebsishme t\u00eb epok\u00ebs s\u00eb Inteligjenc\u00ebs Artificiale: MEMORIEN. Nga +20% n\u00eb +60% brenda nj\u00eb tremujori, HBM, Micron, SK hynix, Samsung, NVIDIA, Cloud, etj. Nga nafta te memoria? Shekulli XX u nd\u00ebrtua mbi kontrollin e energjis\u00eb. Fillimi i shekullit XXI u nd\u00ebrtua mbi kontrollin e t\u00eb dh\u00ebnave. Epoka e Inteligjenc\u00ebs Artificiale mund t\u00eb na tregoj\u00eb se vet\u00ebm t\u00eb kesh t\u00eb dh\u00ebna nuk mjafton. Duhet t\u00eb kesh edhe kapacitetin fizik p\u00ebr t’i p\u00ebrpunuar ato. N\u00eb k\u00ebt\u00eb kuptim, memoria po shnd\u00ebrrohet gradualisht nga nj\u00eb komponent teknik n\u00eb nj\u00eb burim strategjik t\u00eb ekonomis\u00eb dixhitale. Dhe k\u00ebtu historia m\u00eb kthen p\u00ebrs\u00ebri te LISA. Kur nis\u00ebm k\u00ebt\u00eb projekt n\u00eb Petani Law & Tax s\u00eb bashku me UPWeb Services, objektivi ishte juridik dhe teknologjik: si mund ta kthejm\u00eb dijen e akumuluar n\u00eb vite pune, dokumente, legjislacion dhe praktik\u00eb gjyq\u00ebsore n\u00eb nj\u00eb sistem q\u00eb mund ta p\u00ebrdor\u00eb dhe analizoj\u00eb k\u00ebt\u00eb njohuri n\u00eb m\u00ebnyr\u00eb inteligjente? Nuk mendonim se gjat\u00eb rrug\u00ebs do t\u00eb na duhej t\u00eb analizonim edhe tregun bot\u00ebror t\u00eb memories. Por pik\u00ebrisht kjo \u00ebsht\u00eb ndoshta nj\u00eb nga gj\u00ebrat m\u00eb interesante t\u00eb revolucionit t\u00eb AI. Nj\u00eb projekt relativisht i vog\u00ebl teknologjik n\u00eb nj\u00eb studio ligjore n\u00eb Shqip\u00ebri p\u00ebrfundon duke u ndikuar nga e nj\u00ebjta gar\u00eb globale p\u00ebr memorie ku marrin pjes\u00eb NVIDIA, Microsoft, Google, Amazon dhe kompanit\u00eb m\u00eb t\u00eb m\u00ebdha t\u00eb teknologjis\u00eb n\u00eb bot\u00eb. Nj\u00eb kit RAM q\u00eb nga 100\u2013200 dollar\u00eb shkon drejt 350 dollar\u00ebve mund t\u00eb duket si nj\u00eb problem i vog\u00ebl i tregut t\u00eb kompjuter\u00ebve. Por pas atij \u00e7mimi fshihet di\u00e7ka shum\u00eb m\u00eb e madhe: nj\u00eb gar\u00eb p\u00ebr fabrikat, energjin\u00eb, GPU-t\u00eb dhe memorien q\u00eb nevojitet p\u00ebr t\u00eb nd\u00ebrtuar Inteligjenc\u00ebn Artificiale. Dhe ndoshta kjo \u00ebsht\u00eb m\u00ebnyra m\u00eb e thjesht\u00eb p\u00ebr ta kuptuar: Cloud-i mund t\u00eb duket virtual. Inteligjenca Artificiale mund t\u00eb duket virtuale. Por t\u00eb dyja varen nga burime krejt\u00ebsisht fizike. Dhe burimet fizike, kur k\u00ebrkesa tejkalon ofert\u00ebn, kan\u00eb nj\u00eb zakon shum\u00eb t\u00eb vjet\u00ebr: b\u00ebhen t\u00eb shtrenjta. LISA – Legal Intelligent Software Assistance Nj\u00eb projekt i Petani Law & Tax, i zhvilluar n\u00eb bashk\u00ebpunim me UPWeb Services. (upwebservices.com) www.petani-lisa.com AI is making the world’s memory more expensive: What is happening with RAM and why this crisis could affect us all My interest in this topic did not stem from the semiconductor market or an analysis of tech corporations. It started from a concrete project we are developing at Petani Law & Tax, together with UPWeb Services. For some time now, we have been working on LISA \u2013 Legal Intelligent Software Assistance, an internal intelligent legal system built upon our own documentation and expertise. LISA is not merely conceived as an interface that queries an external Artificial Intelligence system. The idea is to build a system that works on top of our own knowledge base: working files and documents, court decisions, legislation, codes, and legal materials gathered and structured over the years. The goal is for this information to no longer remain just a document archive, but to be searchable, linkable, and analyzable by the system, gradually transforming into an active legal knowledge base. Right when we transitioned from concept to actual infrastructure design, together with the UPWeb Services team we began calculating server capacity, memory, and the costs the system would require. And that is where I encountered something I had not anticipated: the price of RAM. At first, I thought it was simply a temporary spike in hardware prices. But when I looked into it further, I realized that behind the price of RAM lay a much larger phenomenon: the global race for the infrastructure demanded by Artificial Intelligence. And the numbers are significant. In\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.petani-lawfirm.com\/sq\/ai-is-making-world-memory-more-expensive\/\" \/>\n<meta property=\"og:site_name\" content=\"Petani Law Firm\" \/>\n<meta property=\"article:published_time\" content=\"2026-08-18T06:24:27+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-08-18T06:43:21+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.petani-lawfirm.com\/wp-content\/uploads\/2026\/04\/case-studies-petani-scaled.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"2560\" \/>\n\t<meta property=\"og:image:height\" content=\"2560\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/webp\" \/>\n<meta name=\"author\" content=\"Stafi\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Stafi\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"10 minuta\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.petani-lawfirm.com\\\/ai-is-making-world-memory-more-expensive\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.petani-lawfirm.com\\\/ai-is-making-world-memory-more-expensive\\\/\"},\"author\":{\"name\":\"Stafi\",\"@id\":\"https:\\\/\\\/www.petani-lawfirm.com\\\/sq\\\/#\\\/schema\\\/person\\\/6dde4e6d9a37ed818d90e2333ea4df90\"},\"headline\":\"AI is making world memory more expensive.\",\"datePublished\":\"2026-08-18T06:24:27+00:00\",\"dateModified\":\"2026-08-18T06:43:21+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.petani-lawfirm.com\\\/ai-is-making-world-memory-more-expensive\\\/\"},\"wordCount\":2141,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/www.petani-lawfirm.com\\\/sq\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/www.petani-lawfirm.com\\\/ai-is-making-world-memory-more-expensive\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.petani-lawfirm.com\\\/wp-content\\\/uploads\\\/2026\\\/04\\\/case-studies-petani-scaled.webp\",\"articleSection\":[\"Petani Blog\"],\"inLanguage\":\"sq\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/www.petani-lawfirm.com\\\/ai-is-making-world-memory-more-expensive\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.petani-lawfirm.com\\\/ai-is-making-world-memory-more-expensive\\\/\",\"url\":\"https:\\\/\\\/www.petani-lawfirm.com\\\/ai-is-making-world-memory-more-expensive\\\/\",\"name\":\"AI is making world memory more expensive. - 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Petani Law Firm","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.petani-lawfirm.com\/sq\/ai-is-making-world-memory-more-expensive\/","og_locale":"sq_AL","og_type":"article","og_title":"AI is making world memory more expensive. - Petani Law Firm","og_description":"AI po e shtrenjton memorien e bot\u00ebsAI is making the world’s memory more expensiveL’IA sta rendendo pi\u00f9 costosa la memoria del mondo | Petani Law & Tax Ekonomi & Teknologji \u2022 Analiz\u00ebEconomy & Technology \u2022 AnalysisEconomia & Tecnologia \u2022 Analisi AI po e shtrenjton memorien e bot\u00ebsAI is making the world’s memory more expensiveL’IA sta rendendo pi\u00f9 costosa la memoria del mondo \u00c7far\u00eb po ndodh me RAM-in dhe pse kriz\u00eb mund t\u00eb na prek\u00eb t\u00eb gjith\u00ebve Interesi im p\u00ebr k\u00ebt\u00eb tem\u00eb nuk nisi nga tregu i gjysm\u00ebp\u00ebr\u00e7uesve dhe as nga nj\u00eb analiz\u00eb mbi kompanit\u00eb teknologjike. Nisi nga nj\u00eb projekt konkret q\u00eb po zhvillojm\u00eb n\u00eb Petani Law & Tax, s\u00eb bashku me UPWeb Services. Prej disa koh\u00ebsh po punojm\u00eb p\u00ebr LISA – Legal Intelligent Software Assistance, nj\u00eb sistem inteligjent juridik t\u00eb brendsh\u00ebm, t\u00eb nd\u00ebrtuar mbi dokumentacionin dhe njohurit\u00eb tona. LISA nuk \u00ebsht\u00eb konceptuar thjesht si nj\u00eb nd\u00ebrfaqe q\u00eb i drejton pyetje nj\u00eb sistemi t\u00eb jasht\u00ebm t\u00eb Inteligjenc\u00ebs Artificiale. Ideja \u00ebsht\u00eb t\u00eb nd\u00ebrtojm\u00eb nj\u00eb sistem q\u00eb punon mbi baz\u00ebn ton\u00eb t\u00eb njohurive: dosje dhe dokumente pune, vendime gjykatash, legjislacion, kode dhe materiale juridike t\u00eb mbledhura dhe strukturuara nd\u00ebr vite. Synimi \u00ebsht\u00eb q\u00eb ky informacion t\u00eb mos q\u00ebndroj\u00eb m\u00eb vet\u00ebm si nj\u00eb arkiv dokumentesh, por t\u00eb mund t\u00eb k\u00ebrkohet, lidhet dhe analizohet nga sistemi, duke u kthyer gradualisht n\u00eb nj\u00eb baz\u00eb aktive njohurish juridike. Pik\u00ebrisht kur kaluam nga koncepti te projektimi konkret i infrastruktur\u00ebs, s\u00eb bashku me ekipin e UPWeb Services filluam t\u00eb llogarisnim kapacitetin e server\u00ebve, memorien dhe kostot q\u00eb do t\u00eb k\u00ebrkonte sistemi. Dhe aty hasa n\u00eb di\u00e7ka q\u00eb nuk e kisha parashikuar: \u00e7mimin e RAM-it. N\u00eb fillim mendova se ishte thjesht nj\u00eb rritje e p\u00ebrkohshme e \u00e7mimeve t\u00eb hardware-it. Por kur fillova ta k\u00ebrkoja m\u00eb tej, kuptova se pas \u00e7mimit t\u00eb RAM-it fshihej nj\u00eb fenomen shum\u00eb m\u00eb i madh: gara globale p\u00ebr infrastruktur\u00ebn q\u00eb po k\u00ebrkon Inteligjenca Artificiale. Dhe shifrat jan\u00eb dometh\u00ebn\u00ebse. N\u00eb tetor t\u00eb vitit 2025, nj\u00eb kit standard 32 GB DDR5 RAM p\u00ebr nj\u00eb kompjuter personal mund t\u00eb blihej p\u00ebr rreth 100\u2013200 dollar\u00eb. Sot, m\u00eb pak se nj\u00eb vit m\u00eb von\u00eb, i nj\u00ebjti kapacitet nis rreth 350 dollar\u00eb, kur gjendet n\u00eb stok. Nuk \u00ebsht\u00eb nj\u00eb gabim n\u00eb \u00e7mim. Sipas indeksit t\u00eb \u00e7mimeve t\u00eb Tom’s Hardware, tregu i DDR5 ka kaluar n\u00eb disa raste n\u00eb rritje trefishe dhe kat\u00ebrfishe t\u00eb \u00e7mimeve. Por RAM-i i kompjuterit ton\u00eb \u00ebsht\u00eb vet\u00ebm pjesa e dukshme e nj\u00eb problemi shum\u00eb m\u00eb t\u00eb madh. Pas tij po zhvillohet nj\u00eb gar\u00eb globale p\u00ebr nj\u00eb nga burimet m\u00eb t\u00eb r\u00ebnd\u00ebsishme t\u00eb epok\u00ebs s\u00eb Inteligjenc\u00ebs Artificiale: MEMORIEN. Nga +20% n\u00eb +60% brenda nj\u00eb tremujori, HBM, Micron, SK hynix, Samsung, NVIDIA, Cloud, etj. Nga nafta te memoria? Shekulli XX u nd\u00ebrtua mbi kontrollin e energjis\u00eb. Fillimi i shekullit XXI u nd\u00ebrtua mbi kontrollin e t\u00eb dh\u00ebnave. Epoka e Inteligjenc\u00ebs Artificiale mund t\u00eb na tregoj\u00eb se vet\u00ebm t\u00eb kesh t\u00eb dh\u00ebna nuk mjafton. Duhet t\u00eb kesh edhe kapacitetin fizik p\u00ebr t’i p\u00ebrpunuar ato. N\u00eb k\u00ebt\u00eb kuptim, memoria po shnd\u00ebrrohet gradualisht nga nj\u00eb komponent teknik n\u00eb nj\u00eb burim strategjik t\u00eb ekonomis\u00eb dixhitale. Dhe k\u00ebtu historia m\u00eb kthen p\u00ebrs\u00ebri te LISA. Kur nis\u00ebm k\u00ebt\u00eb projekt n\u00eb Petani Law & Tax s\u00eb bashku me UPWeb Services, objektivi ishte juridik dhe teknologjik: si mund ta kthejm\u00eb dijen e akumuluar n\u00eb vite pune, dokumente, legjislacion dhe praktik\u00eb gjyq\u00ebsore n\u00eb nj\u00eb sistem q\u00eb mund ta p\u00ebrdor\u00eb dhe analizoj\u00eb k\u00ebt\u00eb njohuri n\u00eb m\u00ebnyr\u00eb inteligjente? Nuk mendonim se gjat\u00eb rrug\u00ebs do t\u00eb na duhej t\u00eb analizonim edhe tregun bot\u00ebror t\u00eb memories. Por pik\u00ebrisht kjo \u00ebsht\u00eb ndoshta nj\u00eb nga gj\u00ebrat m\u00eb interesante t\u00eb revolucionit t\u00eb AI. Nj\u00eb projekt relativisht i vog\u00ebl teknologjik n\u00eb nj\u00eb studio ligjore n\u00eb Shqip\u00ebri p\u00ebrfundon duke u ndikuar nga e nj\u00ebjta gar\u00eb globale p\u00ebr memorie ku marrin pjes\u00eb NVIDIA, Microsoft, Google, Amazon dhe kompanit\u00eb m\u00eb t\u00eb m\u00ebdha t\u00eb teknologjis\u00eb n\u00eb bot\u00eb. Nj\u00eb kit RAM q\u00eb nga 100\u2013200 dollar\u00eb shkon drejt 350 dollar\u00ebve mund t\u00eb duket si nj\u00eb problem i vog\u00ebl i tregut t\u00eb kompjuter\u00ebve. Por pas atij \u00e7mimi fshihet di\u00e7ka shum\u00eb m\u00eb e madhe: nj\u00eb gar\u00eb p\u00ebr fabrikat, energjin\u00eb, GPU-t\u00eb dhe memorien q\u00eb nevojitet p\u00ebr t\u00eb nd\u00ebrtuar Inteligjenc\u00ebn Artificiale. Dhe ndoshta kjo \u00ebsht\u00eb m\u00ebnyra m\u00eb e thjesht\u00eb p\u00ebr ta kuptuar: Cloud-i mund t\u00eb duket virtual. Inteligjenca Artificiale mund t\u00eb duket virtuale. Por t\u00eb dyja varen nga burime krejt\u00ebsisht fizike. Dhe burimet fizike, kur k\u00ebrkesa tejkalon ofert\u00ebn, kan\u00eb nj\u00eb zakon shum\u00eb t\u00eb vjet\u00ebr: b\u00ebhen t\u00eb shtrenjta. LISA – Legal Intelligent Software Assistance Nj\u00eb projekt i Petani Law & Tax, i zhvilluar n\u00eb bashk\u00ebpunim me UPWeb Services. (upwebservices.com) www.petani-lisa.com AI is making the world’s memory more expensive: What is happening with RAM and why this crisis could affect us all My interest in this topic did not stem from the semiconductor market or an analysis of tech corporations. It started from a concrete project we are developing at Petani Law & Tax, together with UPWeb Services. For some time now, we have been working on LISA \u2013 Legal Intelligent Software Assistance, an internal intelligent legal system built upon our own documentation and expertise. LISA is not merely conceived as an interface that queries an external Artificial Intelligence system. The idea is to build a system that works on top of our own knowledge base: working files and documents, court decisions, legislation, codes, and legal materials gathered and structured over the years. The goal is for this information to no longer remain just a document archive, but to be searchable, linkable, and analyzable by the system, gradually transforming into an active legal knowledge base. Right when we transitioned from concept to actual infrastructure design, together with the UPWeb Services team we began calculating server capacity, memory, and the costs the system would require. And that is where I encountered something I had not anticipated: the price of RAM. At first, I thought it was simply a temporary spike in hardware prices. But when I looked into it further, I realized that behind the price of RAM lay a much larger phenomenon: the global race for the infrastructure demanded by Artificial Intelligence. And the numbers are significant. 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