{"id":97159,"date":"2026-09-12T18:25:27","date_gmt":"2026-09-12T15:25:27","guid":{"rendered":"https:\/\/twodots.gr\/?p=97159"},"modified":"2026-09-12T18:25:29","modified_gmt":"2026-09-12T15:25:29","slug":"gpu-neoclouds-2026-ti-agorazeis-pera-apo-timi","status":"publish","type":"post","link":"https:\/\/twodots.gr\/en\/gpu-neoclouds-2026-ti-agorazeis-pera-apo-timi\/","title":{"rendered":"GPU neoclouds \u03c4\u03bf 2026: \u03c4\u03b9 \u03b1\u03b3\u03bf\u03c1\u03ac\u03b6\u03b5\u03b9\u03c2 \u03c0\u03c1\u03b1\u03b3\u03bc\u03b1\u03c4\u03b9\u03ba\u03ac \u03c0\u03ad\u03c1\u03b1 \u03b1\u03c0\u03cc \u03c4\u03b7\u03bd \u03c4\u03b9\u03bc\u03ae \u03b1\u03bd\u03ac \u03ce\u03c1\u03b1"},"content":{"rendered":"<div class=\"td-article-lede\">\n<p><strong>\u03a4\u03b1 GPU neoclouds \u03c4\u03bf 2026 \u03b4\u03b5\u03bd \u03c3\u03c5\u03b3\u03ba\u03c1\u03af\u03bd\u03bf\u03bd\u03c4\u03b1\u03b9 \u03bc\u03cc\u03bd\u03bf \u03c3\u03c4\u03b7\u03bd \u03c4\u03b9\u03bc\u03ae \u03b1\u03bd\u03ac \u03ce\u03c1\u03b1: workload, cluster, storage, SLA, \u03c3\u03c5\u03bc\u03b2\u03cc\u03bb\u03b1\u03b9\u03bf \u03ba\u03b1\u03b9 \u03b4\u03c5\u03bd\u03b1\u03c4\u03cc\u03c4\u03b7\u03c4\u03b1 \u03b5\u03be\u03cc\u03b4\u03bf\u03c5 \u03ba\u03b1\u03b8\u03bf\u03c1\u03af\u03b6\u03bf\u03c5\u03bd \u03c4\u03bf \u03c0\u03c1\u03b1\u03b3\u03bc\u03b1\u03c4\u03b9\u03ba\u03cc \u03ba\u03cc\u03c3\u03c4\u03bf\u03c2.<\/strong> \u0397 CoreWeave, \u03b7 Nebius, \u03b7 Lambda \u03ba\u03b1\u03b9 \u03b7 Crusoe \u03c0\u03bf\u03c5\u03bb\u03bf\u03cd\u03bd GPU compute \u03bc\u03b5 \u03b4\u03b9\u03b1\u03c6\u03bf\u03c1\u03b5\u03c4\u03b9\u03ba\u03ac \u03b5\u03c0\u03af\u03c0\u03b5\u03b4\u03b1 \u03b4\u03b9\u03b1\u03c7\u03b5\u03af\u03c1\u03b9\u03c3\u03b7\u03c2, \u03b5\u03bd\u03ce \u03b7 Groq \u03c0\u03b1\u03c1\u03b1\u03bc\u03ad\u03bd\u03b5\u03b9 \u03ba\u03c5\u03c1\u03af\u03c9\u03c2 inference cloud \u03bc\u03b5 LPU \u03ba\u03b1\u03b9 \u03c4\u03b9\u03bc\u03bf\u03bb\u03cc\u03b3\u03b7\u03c3\u03b7 \u03b1\u03bd\u03ac token. \u0386\u03c1\u03b1 \u03bf \u03b1\u03b3\u03bf\u03c1\u03b1\u03c3\u03c4\u03ae\u03c2 \u03b4\u03b5\u03bd \u03c3\u03c5\u03b3\u03ba\u03c1\u03af\u03bd\u03b5\u03b9 \u03c0\u03ad\u03bd\u03c4\u03b5 \u03af\u03b4\u03b9\u03b5\u03c2 \u03c5\u03c0\u03b7\u03c1\u03b5\u03c3\u03af\u03b5\u03c2.<\/p>\n<p>\u0397 \u03b1\u03c3\u03c6\u03b1\u03bb\u03ad\u03c3\u03c4\u03b5\u03c1\u03b7 \u03b1\u03c0\u03cc\u03c6\u03b1\u03c3\u03b7 \u03be\u03b5\u03ba\u03b9\u03bd\u03ac \u03b1\u03c0\u03cc \u03ad\u03bd\u03b1 \u03ba\u03bf\u03b9\u03bd\u03cc workload \u03ba\u03b1\u03b9 \u03ba\u03b1\u03c4\u03b1\u03bb\u03ae\u03b3\u03b5\u03b9 \u03c3\u03b5 \u03ba\u03cc\u03c3\u03c4\u03bf\u03c2 \u03b1\u03bd\u03ac \u03c3\u03c9\u03c3\u03c4\u03ac \u03bf\u03bb\u03bf\u03ba\u03bb\u03b7\u03c1\u03c9\u03bc\u03ad\u03bd\u03bf run \u03ae \u03b1\u03bd\u03ac \u03c0\u03b1\u03c1\u03b1\u03b3\u03c9\u03b3\u03b9\u03ba\u03cc SLA. \u0397 \u03bf\u03bd\u03bf\u03bc\u03b1\u03c3\u03c4\u03b9\u03ba\u03ae \u03c4\u03b9\u03bc\u03ae GPU-\u03ce\u03c1\u03b1\u03c2 \u03b5\u03af\u03bd\u03b1\u03b9 \u03c7\u03c1\u03ae\u03c3\u03b9\u03bc\u03bf \u03c6\u03af\u03bb\u03c4\u03c1\u03bf, \u03b1\u03bb\u03bb\u03ac \u03b4\u03b5\u03bd \u03b1\u03c0\u03bf\u03c4\u03c5\u03c0\u03ce\u03bd\u03b5\u03b9 utilization, \u03c7\u03c1\u03cc\u03bd\u03bf \u03b1\u03bd\u03b1\u03bc\u03bf\u03bd\u03ae\u03c2, \u03b4\u03af\u03ba\u03c4\u03c5\u03bf, storage, orchestration, recovery, support \u03ba\u03b1\u03b9 \u03b4\u03b5\u03c3\u03bc\u03b5\u03cd\u03c3\u03b5\u03b9\u03c2 \u03c3\u03c5\u03bc\u03b2\u03bf\u03bb\u03b1\u03af\u03bf\u03c5.<\/p>\n<\/div>\n<div class=\"td-article-toc\">\n<div class=\"td-toc-title\">Contents<\/div>\n<ul>\n<li><a href=\"#ti-agorazeis\">\u03a4\u03b9 \u03b1\u03b3\u03bf\u03c1\u03ac\u03b6\u03b5\u03c4\u03b5 \u03c0\u03c1\u03b1\u03b3\u03bc\u03b1\u03c4\u03b9\u03ba\u03ac \u03b1\u03c0\u03cc \u03ad\u03bd\u03b1 GPU neocloud<\/a><\/li>\n<li><a href=\"#pente-etaireies\">\u03a0\u03ad\u03bd\u03c4\u03b5 \u03b5\u03c4\u03b1\u03b9\u03c1\u03b5\u03af\u03b5\u03c2, \u03c4\u03c1\u03af\u03b1 \u03b4\u03b9\u03b1\u03c6\u03bf\u03c1\u03b5\u03c4\u03b9\u03ba\u03ac \u03bc\u03bf\u03bd\u03c4\u03ad\u03bb\u03b1<\/a><\/li>\n<li><a href=\"#dimosieymenes-times\">\u03a4\u03b9 \u03bb\u03ad\u03bd\u03b5 \u03bf\u03b9 \u03b4\u03b7\u03bc\u03bf\u03c3\u03b9\u03b5\u03c5\u03bc\u03ad\u03bd\u03b5\u03c2 \u03c4\u03b9\u03bc\u03ad\u03c2 GPU<\/a><\/li>\n<li><a href=\"#pragmatiko-kostos\">\u0393\u03b9\u03b1\u03c4\u03af \u03b7 \u03c6\u03b8\u03b7\u03bd\u03cc\u03c4\u03b5\u03c1\u03b7 GPU \u03bc\u03c0\u03bf\u03c1\u03b5\u03af \u03bd\u03b1 \u03ba\u03bf\u03c3\u03c4\u03af\u03b6\u03b5\u03b9 \u03c0\u03b5\u03c1\u03b9\u03c3\u03c3\u03cc\u03c4\u03b5\u03c1\u03bf<\/a><\/li>\n<li><a href=\"#ischys-choritikotita\">\u0399\u03c3\u03c7\u03cd\u03c2 \u03ba\u03b1\u03b9 \u03c7\u03c9\u03c1\u03b7\u03c4\u03b9\u03ba\u03cc\u03c4\u03b7\u03c4\u03b1: \u03bc\u03b7\u03bd \u03bc\u03c0\u03b5\u03c1\u03b4\u03b5\u03cd\u03b5\u03c4\u03b5 contracted \u03bc\u03b5 active<\/a><\/li>\n<li><a href=\"#nea-genia-hardware\">\u0397 \u03bd\u03ad\u03b1 \u03b3\u03b5\u03bd\u03b9\u03ac hardware \u03c0\u03c1\u03b9\u03bd \u03b1\u03c0\u03bf\u03ba\u03c4\u03ae\u03c3\u03b5\u03b9 \u03ba\u03b1\u03b8\u03b1\u03c1\u03ae \u03c4\u03b9\u03bc\u03ae<\/a><\/li>\n<li><a href=\"#symvolaia-sygkentrosi\">\u03a3\u03c5\u03bc\u03b2\u03cc\u03bb\u03b1\u03b9\u03b1, anchor \u03c0\u03b5\u03bb\u03ac\u03c4\u03b5\u03c2 \u03ba\u03b1\u03b9 \u03ba\u03af\u03bd\u03b4\u03c5\u03bd\u03bf\u03c2 \u03c3\u03c5\u03b3\u03ba\u03ad\u03bd\u03c4\u03c1\u03c9\u03c3\u03b7\u03c2<\/a><\/li>\n<li><a href=\"#provider-workload\">\u03a0\u03bf\u03b9\u03bf\u03c2 provider \u03c4\u03b1\u03b9\u03c1\u03b9\u03ac\u03b6\u03b5\u03b9 \u03c3\u03b5 \u03c0\u03bf\u03b9\u03bf workload<\/a><\/li>\n<li><a href=\"#proof-of-concept\">\u0388\u03bd\u03b1 \u03c3\u03bf\u03b2\u03b1\u03c1\u03cc proof of concept \u03c3\u03b5 \u03b5\u03c0\u03c4\u03ac \u03b2\u03ae\u03bc\u03b1\u03c4\u03b1<\/a><\/li>\n<li><a href=\"#portfolio-exodos\">\u0397 \u03c3\u03c9\u03c3\u03c4\u03ae \u03b1\u03c0\u03cc\u03c6\u03b1\u03c3\u03b7 \u03b5\u03af\u03bd\u03b1\u03b9 portfolio \u03ba\u03b1\u03b9 \u03c3\u03c7\u03ad\u03b4\u03b9\u03bf \u03b5\u03be\u03cc\u03b4\u03bf\u03c5<\/a><\/li>\n<\/ul>\n<\/div>\n<h2 id=\"ti-agorazeis\">\u03a4\u03b9 \u03b1\u03b3\u03bf\u03c1\u03ac\u03b6\u03b5\u03c4\u03b5 \u03c0\u03c1\u03b1\u03b3\u03bc\u03b1\u03c4\u03b9\u03ba\u03ac \u03b1\u03c0\u03cc \u03ad\u03bd\u03b1 GPU neocloud<\/h2>\n<p>\u0388\u03bd\u03b1 GPU neocloud \u03b5\u03af\u03bd\u03b1\u03b9 \u03b5\u03be\u03b5\u03b9\u03b4\u03b9\u03ba\u03b5\u03c5\u03bc\u03ad\u03bd\u03bf\u03c2 \u03c0\u03ac\u03c1\u03bf\u03c7\u03bf\u03c2 cloud \u03c5\u03c0\u03bf\u03b4\u03bf\u03bc\u03ae\u03c2 \u03b3\u03b9\u03b1 training, fine-tuning \u03ae inference, \u03c3\u03c5\u03bd\u03ae\u03b8\u03c9\u03c2 \u03bc\u03b5 \u03c5\u03c8\u03b7\u03bb\u03ae \u03c0\u03c5\u03ba\u03bd\u03cc\u03c4\u03b7\u03c4\u03b1 accelerators \u03ba\u03b1\u03b9 \u03bb\u03bf\u03b3\u03b9\u03c3\u03bc\u03b9\u03ba\u03cc \u03b3\u03cd\u03c1\u03c9 \u03b1\u03c0\u03cc scheduling, networking \u03ba\u03b1\u03b9 \u03bb\u03b5\u03b9\u03c4\u03bf\u03c5\u03c1\u03b3\u03af\u03b1 clusters. \u0397 \u03b5\u03c4\u03b9\u03ba\u03ad\u03c4\u03b1 \u03b4\u03b5\u03bd \u03b5\u03b3\u03b3\u03c5\u03ac\u03c4\u03b1\u03b9 \u03ba\u03bf\u03b9\u03bd\u03cc \u03c0\u03c1\u03bf\u03ca\u03cc\u03bd. \u039c\u03c0\u03bf\u03c1\u03b5\u03af \u03bd\u03b1 \u03c3\u03b7\u03bc\u03b1\u03af\u03bd\u03b5\u03b9 \u03ad\u03bd\u03b1 self-service instance, \u03ad\u03bd\u03b1 \u03b4\u03b5\u03c3\u03bc\u03b5\u03c5\u03bc\u03ad\u03bd\u03bf InfiniBand cluster, \u03bc\u03b9\u03b1 \u03c0\u03bb\u03ae\u03c1\u03c9\u03c2 \u03b4\u03b9\u03b1\u03c7\u03b5\u03b9\u03c1\u03b9\u03b6\u03cc\u03bc\u03b5\u03bd\u03b7 \u03c0\u03bb\u03b1\u03c4\u03c6\u03cc\u03c1\u03bc\u03b1 Kubernetes \u03ae Slurm, \u03ae \u03ad\u03bd\u03b1 inference endpoint \u03c0\u03bf\u03c5 \u03c7\u03c1\u03b5\u03ce\u03bd\u03b5\u03c4\u03b1\u03b9 \u03b1\u03bd\u03ac token.<\/p>\n<p>\u0393\u03b9\u2019 \u03b1\u03c5\u03c4\u03cc \u03b7 \u03c3\u03c9\u03c3\u03c4\u03ae \u03bc\u03bf\u03bd\u03ac\u03b4\u03b1 \u03b1\u03b3\u03bf\u03c1\u03ac\u03c2 \u03b5\u03af\u03bd\u03b1\u03b9 \u03c4\u03bf \u03c0\u03b1\u03c1\u03b1\u03b4\u03bf\u03c4\u03ad\u03bf workload. \u0393\u03b9\u03b1 training \u03bc\u03c0\u03bf\u03c1\u03b5\u03af \u03bd\u03b1 \u03b5\u03af\u03bd\u03b1\u03b9 \u03c4\u03bf \u03ba\u03cc\u03c3\u03c4\u03bf\u03c2 \u03ba\u03b1\u03b9 \u03bf \u03c7\u03c1\u03cc\u03bd\u03bf\u03c2 \u03bc\u03ad\u03c7\u03c1\u03b9 \u03ad\u03bd\u03b1 \u03b1\u03c0\u03bf\u03b4\u03b5\u03ba\u03c4\u03cc checkpoint. \u0393\u03b9\u03b1 batch inference \u03b5\u03af\u03bd\u03b1\u03b9 \u03c4\u03b1 \u03c7\u03c1\u03ae\u03c3\u03b9\u03bc\u03b1 outputs \u03b1\u03bd\u03ac \u03b5\u03c5\u03c1\u03ce. \u0393\u03b9\u03b1 real-time inference \u03b5\u03af\u03bd\u03b1\u03b9 \u03c4\u03bf \u03ba\u03cc\u03c3\u03c4\u03bf\u03c2 \u03b1\u03bd\u03ac \u03b5\u03ba\u03b1\u03c4\u03bf\u03bc\u03bc\u03cd\u03c1\u03b9\u03bf tokens \u03bc\u03ad\u03c3\u03b1 \u03c3\u03c4\u03bf \u03b1\u03c0\u03b1\u03b9\u03c4\u03bf\u03cd\u03bc\u03b5\u03bd\u03bf latency \u03ba\u03b1\u03b9 availability. \u0397 \u03b1\u03bd\u03ac\u03bb\u03c5\u03c3\u03b7 \u03b3\u03b9\u03b1 \u03c4\u03bf <a href=\"https:\/\/twodots.gr\/ai-agent-harnesses-elegchos-kostos-self-hosting\/\">\u03c0\u03c1\u03b1\u03b3\u03bc\u03b1\u03c4\u03b9\u03ba\u03cc \u03ba\u03cc\u03c3\u03c4\u03bf\u03c2 \u03b5\u03bd\u03cc\u03c2 self-hosted AI agent harness<\/a> \u03b5\u03c6\u03b1\u03c1\u03bc\u03cc\u03b6\u03b5\u03b9 \u03c4\u03b7\u03bd \u03af\u03b4\u03b9\u03b1 \u03b1\u03c1\u03c7\u03ae: \u03c5\u03c0\u03bf\u03b4\u03bf\u03bc\u03ae, \u03bb\u03b5\u03b9\u03c4\u03bf\u03c5\u03c1\u03b3\u03af\u03b1 \u03ba\u03b1\u03b9 \u03b1\u03bd\u03b8\u03c1\u03ce\u03c0\u03b9\u03bd\u03b7 \u03b5\u03c5\u03b8\u03cd\u03bd\u03b7 \u03c0\u03c1\u03ad\u03c0\u03b5\u03b9 \u03bd\u03b1 \u03bc\u03b5\u03c4\u03c1\u03b9\u03bf\u03cd\u03bd\u03c4\u03b1\u03b9 \u03bc\u03b1\u03b6\u03af.<\/p>\n<div class=\"td-comparison td-comparison-cards td-comparison-cards--horizontal\">\n<div class=\"td-comparison-grid td-comparison-grid--three\">\n<div class=\"td-platform-card\">\n<p class=\"td-comparison-title\">GPU instance<\/p>\n<p>\u0391\u03b3\u03bf\u03c1\u03ac\u03b6\u03b5\u03c4\u03b5 accelerator \u03c7\u03c1\u03cc\u03bd\u03bf \u03bc\u03b5 \u03c3\u03c5\u03b3\u03ba\u03b5\u03ba\u03c1\u03b9\u03bc\u03ad\u03bd\u03b7 \u03bc\u03bd\u03ae\u03bc\u03b7 \u03ba\u03b1\u03b9 host resources. \u0397 \u03bf\u03bc\u03ac\u03b4\u03b1 \u03b1\u03bd\u03b1\u03bb\u03b1\u03bc\u03b2\u03ac\u03bd\u03b5\u03b9 \u03c0\u03b5\u03c1\u03b9\u03c3\u03c3\u03cc\u03c4\u03b5\u03c1\u03bf orchestration, checkpoints \u03ba\u03b1\u03b9 recovery.<\/p>\n<div class=\"td-badge-row\"><span class=\"td-badge\">On-demand \u03ae spot<\/span><span class=\"td-badge\">\u039c\u03b5\u03b3\u03b1\u03bb\u03cd\u03c4\u03b5\u03c1\u03bf\u03c2 \u03ad\u03bb\u03b5\u03b3\u03c7\u03bf\u03c2<\/span><\/div>\n<\/div>\n<div class=\"td-platform-card\">\n<p class=\"td-comparison-title\">\u0394\u03b9\u03b1\u03c7\u03b5\u03b9\u03c1\u03b9\u03b6\u03cc\u03bc\u03b5\u03bd\u03bf cluster<\/p>\n<p>\u0397 \u03c4\u03b9\u03bc\u03ae \u03bc\u03c0\u03bf\u03c1\u03b5\u03af \u03bd\u03b1 \u03c0\u03b5\u03c1\u03b9\u03bb\u03b1\u03bc\u03b2\u03ac\u03bd\u03b5\u03b9 \u03b1\u03c0\u03bf\u03ba\u03bb\u03b5\u03b9\u03c3\u03c4\u03b9\u03ba\u03ae \u03c7\u03c9\u03c1\u03b7\u03c4\u03b9\u03ba\u03cc\u03c4\u03b7\u03c4\u03b1, InfiniBand, storage, Kubernetes \u03ae Slurm \u03ba\u03b1\u03b9 \u03c5\u03c0\u03bf\u03c3\u03c4\u03ae\u03c1\u03b9\u03be\u03b7 \u03b3\u03b9\u03b1 \u03c0\u03bf\u03bb\u03c5\u03ba\u03cc\u03bc\u03b2\u03b1 workloads.<\/p>\n<div class=\"td-badge-row\"><span class=\"td-badge\">Reservation<\/span><span class=\"td-badge\">Cluster operations<\/span><\/div>\n<\/div>\n<div class=\"td-platform-card td-platform-card--navy\">\n<p class=\"td-comparison-title\">Inference endpoint<\/p>\n<p>\u0397 \u03bc\u03bf\u03bd\u03ac\u03b4\u03b1 \u03b1\u03b3\u03bf\u03c1\u03ac\u03c2 \u03b5\u03af\u03bd\u03b1\u03b9 token, throughput \u03ae provisioned capacity. \u03a4\u03bf hardware \u03c0\u03b1\u03c1\u03b1\u03bc\u03ad\u03bd\u03b5\u03b9 \u03c0\u03af\u03c3\u03c9 \u03b1\u03c0\u03cc API \u03ba\u03b1\u03b9 \u03c3\u03c5\u03b3\u03ba\u03b5\u03ba\u03c1\u03b9\u03bc\u03ad\u03bd\u03bf service tier.<\/p>\n<div class=\"td-badge-row\"><span class=\"td-badge\">Latency<\/span><span class=\"td-badge\">\u039a\u03cc\u03c3\u03c4\u03bf\u03c2 \u03b1\u03bd\u03ac token<\/span><\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0397 \u03b4\u03b9\u03ac\u03ba\u03c1\u03b9\u03c3\u03b7 instance, cluster \u03ba\u03b1\u03b9 endpoint \u03b1\u03c0\u03bf\u03c4\u03c1\u03ad\u03c0\u03b5\u03b9 \u03c4\u03b7\u03bd \u03c0\u03b9\u03bf \u03c3\u03c5\u03c7\u03bd\u03ae \u03bb\u03ac\u03b8\u03bf\u03c2 \u03c3\u03cd\u03b3\u03ba\u03c1\u03b9\u03c3\u03b7: \u03bc\u03b9\u03b1 \u03c7\u03b1\u03bc\u03b7\u03bb\u03ae \u03c4\u03b9\u03bc\u03ae chip \u03b1\u03c0\u03ad\u03bd\u03b1\u03bd\u03c4\u03b9 \u03c3\u03b5 \u03bc\u03b9\u03b1 \u03b1\u03ba\u03c1\u03b9\u03b2\u03cc\u03c4\u03b5\u03c1\u03b7 \u03c5\u03c0\u03b7\u03c1\u03b5\u03c3\u03af\u03b1 \u03c0\u03bf\u03c5 \u03c0\u03b5\u03c1\u03b9\u03bb\u03b1\u03bc\u03b2\u03ac\u03bd\u03b5\u03b9 \u03b4\u03b9\u03b1\u03c6\u03bf\u03c1\u03b5\u03c4\u03b9\u03ba\u03cc \u03b4\u03af\u03ba\u03c4\u03c5\u03bf, \u03bb\u03b5\u03b9\u03c4\u03bf\u03c5\u03c1\u03b3\u03b9\u03ba\u03ae \u03c5\u03c0\u03bf\u03c3\u03c4\u03ae\u03c1\u03b9\u03be\u03b7 \u03ae \u03b5\u03b3\u03b3\u03c5\u03b7\u03bc\u03ad\u03bd\u03b7 \u03c7\u03c9\u03c1\u03b7\u03c4\u03b9\u03ba\u03cc\u03c4\u03b7\u03c4\u03b1. \u03a0\u03c1\u03b9\u03bd \u03b1\u03bd\u03bf\u03af\u03be\u03b5\u03b9 \u03bf \u03c4\u03b9\u03bc\u03bf\u03ba\u03b1\u03c4\u03ac\u03bb\u03bf\u03b3\u03bf\u03c2, \u03c4\u03bf workload \u03c0\u03c1\u03ad\u03c0\u03b5\u03b9 \u03bd\u03b1 \u03ad\u03c7\u03b5\u03b9 \u03b1\u03c1\u03b9\u03b8\u03bc\u03cc GPUs, \u03bc\u03bd\u03ae\u03bc\u03b7, precision, \u03b4\u03b9\u03ac\u03c1\u03ba\u03b5\u03b9\u03b1, data locality, deadline, \u03b1\u03bd\u03bf\u03c7\u03ae \u03c3\u03b5 interruption \u03ba\u03b1\u03b9 \u03c3\u03c4\u03cc\u03c7\u03bf SLA.<\/p>\n<h2 id=\"pente-etaireies\">\u03a0\u03ad\u03bd\u03c4\u03b5 \u03b5\u03c4\u03b1\u03b9\u03c1\u03b5\u03af\u03b5\u03c2, \u03c4\u03c1\u03af\u03b1 \u03b4\u03b9\u03b1\u03c6\u03bf\u03c1\u03b5\u03c4\u03b9\u03ba\u03ac \u03bc\u03bf\u03bd\u03c4\u03ad\u03bb\u03b1<\/h2>\n<p>\u0397 CoreWeave \u03ba\u03b1\u03b9 \u03b7 Nebius \u03b5\u03af\u03bd\u03b1\u03b9 \u03b5\u03b9\u03c3\u03b7\u03b3\u03bc\u03ad\u03bd\u03b5\u03c2 \u03ba\u03b1\u03b9 \u03b4\u03b7\u03bc\u03bf\u03c3\u03b9\u03b5\u03cd\u03bf\u03c5\u03bd \u03c4\u03c1\u03b9\u03bc\u03b7\u03bd\u03b9\u03b1\u03af\u03b1 \u03b1\u03c0\u03bf\u03c4\u03b5\u03bb\u03ad\u03c3\u03bc\u03b1\u03c4\u03b1. \u0397 CoreWeave \u03b1\u03bd\u03ad\u03c6\u03b5\u03c1\u03b5 \u03b3\u03b9\u03b1 \u03c4\u03bf \u03b4\u03b5\u03cd\u03c4\u03b5\u03c1\u03bf \u03c4\u03c1\u03af\u03bc\u03b7\u03bd\u03bf \u03c4\u03bf\u03c5 2026 \u03ad\u03c3\u03bf\u03b4\u03b1 2,575 \u03b4\u03b9\u03c3. \u03b4\u03bf\u03bb\u03b1\u03c1\u03af\u03c9\u03bd, \u03b1\u03cd\u03be\u03b7\u03c3\u03b7 112% \u03c3\u03b5 \u03b5\u03c4\u03ae\u03c3\u03b9\u03b1 \u03b2\u03ac\u03c3\u03b7, \u03ba\u03b1\u03b8\u03b1\u03c1\u03ae \u03b6\u03b7\u03bc\u03af\u03b1 626 \u03b5\u03ba\u03b1\u03c4. \u03b4\u03bf\u03bb\u03b1\u03c1\u03af\u03c9\u03bd \u03ba\u03b1\u03b9 revenue backlog \u03c0\u03b5\u03c1\u03af\u03c0\u03bf\u03c5 104 \u03b4\u03b9\u03c3. \u03b4\u03bf\u03bb\u03ac\u03c1\u03b9\u03b1. \u03a4\u03bf backlog \u03b4\u03b5\u03bd \u03b5\u03af\u03bd\u03b1\u03b9 \u03c4\u03b1\u03bc\u03b5\u03af\u03bf \u03bf\u03cd\u03c4\u03b5 \u03b5\u03b3\u03b3\u03c5\u03b7\u03bc\u03ad\u03bd\u03bf \u03ac\u03bc\u03b5\u03c3\u03bf \u03ad\u03c3\u03bf\u03b4\u03bf\u00b7 \u03c0\u03b5\u03c1\u03b9\u03bb\u03b1\u03bc\u03b2\u03ac\u03bd\u03b5\u03b9 \u03bc\u03b5\u03bb\u03bb\u03bf\u03bd\u03c4\u03b9\u03ba\u03ad\u03c2 \u03b4\u03b5\u03c3\u03bc\u03b5\u03cd\u03c3\u03b5\u03b9\u03c2 \u03c0\u03bf\u03c5 \u03b5\u03be\u03b1\u03c1\u03c4\u03ce\u03bd\u03c4\u03b1\u03b9 \u03b1\u03c0\u03cc \u03c0\u03b1\u03c1\u03ac\u03b4\u03bf\u03c3\u03b7 \u03ba\u03b1\u03b9 \u03b4\u03b9\u03b1\u03b8\u03b5\u03c3\u03b9\u03bc\u03cc\u03c4\u03b7\u03c4\u03b1 \u03c5\u03c0\u03b7\u03c1\u03b5\u03c3\u03af\u03b1\u03c2.<\/p>\n<p>\u0397 Nebius \u03b1\u03bd\u03ad\u03c6\u03b5\u03c1\u03b5 \u03bf\u03bc\u03b1\u03b4\u03b9\u03ba\u03ac \u03ad\u03c3\u03bf\u03b4\u03b1 582,3 \u03b5\u03ba\u03b1\u03c4. \u03b4\u03bf\u03bb\u03b1\u03c1\u03af\u03c9\u03bd \u03ba\u03b1\u03b9 \u03ad\u03c3\u03bf\u03b4\u03b1 AI cloud \u03c0\u03b5\u03c1\u03af\u03c0\u03bf\u03c5 575 \u03b5\u03ba\u03b1\u03c4. \u03c3\u03c4\u03bf \u03af\u03b4\u03b9\u03bf \u03c4\u03c1\u03af\u03bc\u03b7\u03bd\u03bf. \u03a4\u03bf annualized run-rate revenue \u03ad\u03c6\u03c4\u03b1\u03c3\u03b5 \u03c4\u03b1 3 \u03b4\u03b9\u03c3. \u03b4\u03bf\u03bb\u03ac\u03c1\u03b9\u03b1 \u03ba\u03b1\u03b9 \u03c0\u03c1\u03bf\u03ba\u03cd\u03c0\u03c4\u03b5\u03b9 \u03b1\u03c0\u03cc \u03c4\u03b1 \u03ad\u03c3\u03bf\u03b4\u03b1 \u03c4\u03bf\u03c5 \u03c4\u03b5\u03bb\u03b5\u03c5\u03c4\u03b1\u03af\u03bf\u03c5 \u03bc\u03ae\u03bd\u03b1 \u03c4\u03bf\u03c5 \u03c4\u03c1\u03b9\u03bc\u03ae\u03bd\u03bf\u03c5 \u03b5\u03c0\u03af \u03b4\u03ce\u03b4\u03b5\u03ba\u03b1, \u03cc\u03c7\u03b9 \u03b1\u03c0\u03cc \u03b4\u03b5\u03c3\u03bc\u03b5\u03c5\u03bc\u03ad\u03bd\u03b1 \u03b5\u03c4\u03ae\u03c3\u03b9\u03b1 \u03ad\u03c3\u03bf\u03b4\u03b1. \u0397 \u03b4\u03b9\u03b1\u03c6\u03bf\u03c1\u03ac \u03ad\u03c7\u03b5\u03b9 \u03c3\u03b7\u03bc\u03b1\u03c3\u03af\u03b1 \u03b3\u03b9\u03b1 procurement \u03bf\u03bc\u03ac\u03b4\u03b5\u03c2 \u03c0\u03bf\u03c5 \u03b1\u03be\u03b9\u03bf\u03bb\u03bf\u03b3\u03bf\u03cd\u03bd \u03c4\u03b7 \u03c7\u03c1\u03b7\u03bc\u03b1\u03c4\u03bf\u03bf\u03b9\u03ba\u03bf\u03bd\u03bf\u03bc\u03b9\u03ba\u03ae \u03b1\u03bd\u03b8\u03b5\u03ba\u03c4\u03b9\u03ba\u03cc\u03c4\u03b7\u03c4\u03b1 \u03b5\u03bd\u03cc\u03c2 \u03b3\u03c1\u03ae\u03b3\u03bf\u03c1\u03b1 \u03b1\u03bd\u03b1\u03c0\u03c4\u03c5\u03c3\u03c3\u03cc\u03bc\u03b5\u03bd\u03bf\u03c5 provider.<\/p>\n<p>\u0397 Lambda \u03ba\u03b1\u03b9 \u03b7 Crusoe \u03b5\u03af\u03bd\u03b1\u03b9 \u03b9\u03b4\u03b9\u03c9\u03c4\u03b9\u03ba\u03ad\u03c2. \u0397 Lambda \u03c3\u03c5\u03bd\u03b4\u03c5\u03ac\u03b6\u03b5\u03b9 self-service instances \u03bc\u03b5 1-Click Clusters \u03b1\u03c0\u03cc 16 \u03ad\u03c9\u03c2 2.000+ GPUs \u03ba\u03b1\u03b9 \u03b4\u03b9\u03b1\u03c7\u03b5\u03b9\u03c1\u03b9\u03b6\u03cc\u03bc\u03b5\u03bd\u03b7 \u03b5\u03bd\u03bf\u03c1\u03c7\u03ae\u03c3\u03c4\u03c1\u03c9\u03c3\u03b7. \u0397 Crusoe \u03bb\u03b5\u03b9\u03c4\u03bf\u03c5\u03c1\u03b3\u03b5\u03af \u03c4\u03b1\u03c5\u03c4\u03cc\u03c7\u03c1\u03bf\u03bd\u03b1 \u03c9\u03c2 cloud provider \u03ba\u03b1\u03b9 \u03c9\u03c2 developer \u03bc\u03b5\u03b3\u03ac\u03bb\u03b7\u03c2 \u03ba\u03bb\u03af\u03bc\u03b1\u03ba\u03b1\u03c2 data centers. \u0397 Groq \u03b4\u03b9\u03b1\u03c6\u03bf\u03c1\u03bf\u03c0\u03bf\u03b9\u03b5\u03af\u03c4\u03b1\u03b9 \u03c0\u03b5\u03c1\u03b9\u03c3\u03c3\u03cc\u03c4\u03b5\u03c1\u03bf: \u03c4\u03bf GroqCloud \u03ad\u03c7\u03b5\u03b9 \u03c3\u03c7\u03b5\u03b4\u03b9\u03b1\u03c3\u03c4\u03b5\u03af \u03b3\u03b9\u03b1 inference \u03c0\u03ac\u03bd\u03c9 \u03c3\u03b5 LPU \u03ba\u03b1\u03b9 \u03bf\u03b9 \u03b4\u03b7\u03bc\u03cc\u03c3\u03b9\u03b5\u03c2 \u03c4\u03b9\u03bc\u03ad\u03c2 \u03bc\u03bf\u03bd\u03c4\u03ad\u03bb\u03c9\u03bd \u03b5\u03ba\u03c6\u03c1\u03ac\u03b6\u03bf\u03bd\u03c4\u03b1\u03b9 \u03b1\u03bd\u03ac \u03b5\u03ba\u03b1\u03c4\u03bf\u03bc\u03bc\u03cd\u03c1\u03b9\u03bf tokens. \u0397 \u03bc\u03b5\u03bb\u03bb\u03bf\u03bd\u03c4\u03b9\u03ba\u03ae NVIDIA GPU \u03c7\u03c9\u03c1\u03b7\u03c4\u03b9\u03ba\u03cc\u03c4\u03b7\u03c4\u03b1 \u03c0\u03bf\u03c5 \u03b1\u03bd\u03b1\u03ba\u03bf\u03af\u03bd\u03c9\u03c3\u03b5 \u03b7 \u03b5\u03c4\u03b1\u03b9\u03c1\u03b5\u03af\u03b1 \u03b4\u03b5\u03bd \u03b5\u03af\u03bd\u03b1\u03b9 \u03b1\u03ba\u03cc\u03bc\u03b7 \u03c3\u03c5\u03b3\u03ba\u03c1\u03af\u03c3\u03b9\u03bc\u03bf \u03b4\u03b7\u03bc\u03cc\u03c3\u03b9\u03bf GPU-hour \u03c0\u03c1\u03bf\u03ca\u03cc\u03bd.<\/p>\n<p>\u0391\u03c5\u03c4\u03ad\u03c2 \u03bf\u03b9 \u03b4\u03b9\u03b1\u03c6\u03bf\u03c1\u03ad\u03c2 \u03b5\u03c0\u03b7\u03c1\u03b5\u03ac\u03b6\u03bf\u03c5\u03bd \u03ba\u03b1\u03b9 \u03c4\u03b7 \u03c3\u03c4\u03c1\u03b1\u03c4\u03b7\u03b3\u03b9\u03ba\u03ae \u03bb\u03bf\u03b3\u03b9\u03c3\u03bc\u03b9\u03ba\u03bf\u03cd. \u0388\u03bd\u03b1 open-weight \u03bc\u03bf\u03bd\u03c4\u03ad\u03bb\u03bf \u03bc\u03c0\u03bf\u03c1\u03b5\u03af \u03bd\u03b1 \u03bc\u03b5\u03c4\u03b1\u03ba\u03b9\u03bd\u03b7\u03b8\u03b5\u03af \u03bc\u03b5\u03c4\u03b1\u03be\u03cd clouds \u03bc\u03cc\u03bd\u03bf \u03b1\u03bd \u03c4\u03bf serving stack, \u03c4\u03b1 containers, \u03c4\u03b1 weights \u03ba\u03b1\u03b9 \u03c4\u03b1 \u03b4\u03b5\u03b4\u03bf\u03bc\u03ad\u03bd\u03b1 \u03c0\u03b1\u03c1\u03b1\u03bc\u03ad\u03bd\u03bf\u03c5\u03bd \u03c6\u03bf\u03c1\u03b7\u03c4\u03ac. \u039f \u03bf\u03b4\u03b7\u03b3\u03cc\u03c2 \u03b3\u03b9\u03b1 <a href=\"https:\/\/twodots.gr\/inkling-open-weight-ai-epicheiriseis\/\">open-weight AI \u03c3\u03b5 \u03b5\u03c0\u03b9\u03c7\u03b5\u03b9\u03c1\u03b7\u03c3\u03b9\u03b1\u03ba\u03cc \u03c0\u03b5\u03c1\u03b9\u03b2\u03ac\u03bb\u03bb\u03bf\u03bd<\/a> \u03b5\u03be\u03b7\u03b3\u03b5\u03af \u03b3\u03b9\u03b1\u03c4\u03af \u03c4\u03bf \u03b4\u03b9\u03b1\u03b8\u03ad\u03c3\u03b9\u03bc\u03bf checkpoint \u03b5\u03af\u03bd\u03b1\u03b9 \u03bc\u03cc\u03bd\u03bf \u03b7 \u03b1\u03c1\u03c7\u03ae \u03c4\u03b7\u03c2 \u03bb\u03b5\u03b9\u03c4\u03bf\u03c5\u03c1\u03b3\u03b9\u03ba\u03ae\u03c2 \u03b5\u03c5\u03b8\u03cd\u03bd\u03b7\u03c2.<\/p>\n<h2 id=\"dimosieymenes-times\">\u03a4\u03b9 \u03bb\u03ad\u03bd\u03b5 \u03bf\u03b9 \u03b4\u03b7\u03bc\u03bf\u03c3\u03b9\u03b5\u03c5\u03bc\u03ad\u03bd\u03b5\u03c2 \u03c4\u03b9\u03bc\u03ad\u03c2 GPU<\/h2>\n<p>\u03a3\u03c4\u03bf \u03c3\u03c4\u03b9\u03b3\u03bc\u03b9\u03cc\u03c4\u03c5\u03c0\u03bf \u03c4\u03b9\u03bc\u03ce\u03bd \u03c0\u03bf\u03c5 \u03c3\u03c5\u03bd\u03ad\u03bb\u03b5\u03be\u03b5 \u03b7 MarkTechPost \u03c3\u03c4\u03b9\u03c2 21 \u0391\u03c5\u03b3\u03bf\u03cd\u03c3\u03c4\u03bf\u03c5 2026 \u03ba\u03b1\u03b9 \u03b5\u03c0\u03b1\u03bd\u03b5\u03bb\u03ad\u03b3\u03c7\u03b8\u03b7\u03ba\u03b5 \u03c3\u03c4\u03b9\u03c2 \u03b4\u03b7\u03bc\u03cc\u03c3\u03b9\u03b5\u03c2 \u03c3\u03b5\u03bb\u03af\u03b4\u03b5\u03c2 \u03c4\u03c9\u03bd providers \u03c3\u03c4\u03b9\u03c2 12 \u03a3\u03b5\u03c0\u03c4\u03b5\u03bc\u03b2\u03c1\u03af\u03bf\u03c5, \u03b7 Nebius \u03b5\u03af\u03c7\u03b5 \u03c4\u03b7 \u03c7\u03b1\u03bc\u03b7\u03bb\u03cc\u03c4\u03b5\u03c1\u03b7 on-demand \u03c4\u03b9\u03bc\u03ae H100 \u03c3\u03c4\u03b7\u03bd \u03c4\u03b5\u03c4\u03c1\u03ac\u03b4\u03b1, \u03c3\u03c4\u03b1 3,85 \u03b4\u03bf\u03bb\u03ac\u03c1\u03b9\u03b1 \u03b1\u03bd\u03ac GPU-\u03ce\u03c1\u03b1. \u0391\u03ba\u03bf\u03bb\u03bf\u03c5\u03b8\u03bf\u03cd\u03c3\u03b1\u03bd \u03b7 Crusoe \u03c3\u03c4\u03b1 3,90, \u03b7 Lambda \u03c3\u03c4\u03b1 3,99 \u03ba\u03b1\u03b9 \u03b7 CoreWeave \u03c3\u03c4\u03b1 6,16. \u0397 CoreWeave \u03b4\u03b7\u03bc\u03bf\u03c3\u03b9\u03b5\u03cd\u03b5\u03b9 \u03ba\u03c5\u03c1\u03af\u03c9\u03c2 \u03b1\u03bd\u03ac-node \u03c0\u03bf\u03c3\u03ac: \u03c4\u03b1 49,24 \u03b4\u03bf\u03bb\u03ac\u03c1\u03b9\u03b1 \u03b3\u03b9\u03b1 \u03bf\u03ba\u03c4\u03ce H100 \u03b9\u03c3\u03bf\u03b4\u03c5\u03bd\u03b1\u03bc\u03bf\u03cd\u03bd \u03bc\u03b5 6,16 \u03b1\u03bd\u03ac GPU-\u03ce\u03c1\u03b1.<\/p>\n<div class=\"td-chart td-chart--metrics\">\n<div class=\"td-chart-head\">\n<p class=\"td-chart-title\">\u0394\u03b7\u03bc\u03bf\u03c3\u03b9\u03b5\u03c5\u03bc\u03ad\u03bd\u03b7 on-demand \u03c4\u03b9\u03bc\u03ae H100 \u03b1\u03bd\u03ac GPU-\u03ce\u03c1\u03b1<\/p>\n<p class=\"td-chart-subtitle\">USD, \u03c3\u03c4\u03b9\u03b3\u03bc\u03b9\u03cc\u03c4\u03c5\u03c0\u03bf 21 \u0391\u03c5\u03b3\u03bf\u03cd\u03c3\u03c4\u03bf\u03c5 2026. \u039f\u03b9 \u03c4\u03b9\u03bc\u03ad\u03c2 \u03b4\u03b5\u03bd \u03b1\u03c0\u03bf\u03c4\u03b5\u03bb\u03bf\u03cd\u03bd \u03c0\u03c1\u03bf\u03c3\u03c6\u03bf\u03c1\u03ac \u03ba\u03b1\u03b9 \u03c7\u03c1\u03b5\u03b9\u03ac\u03b6\u03bf\u03bd\u03c4\u03b1\u03b9 \u03bd\u03ad\u03bf \u03ad\u03bb\u03b5\u03b3\u03c7\u03bf \u03c0\u03c1\u03b9\u03bd \u03b1\u03c0\u03cc \u03b1\u03b3\u03bf\u03c1\u03ac.<\/p>\n<\/div>\n<div class=\"td-chart-body\">\n<div class=\"td-metric-grid\">\n<div class=\"td-metric-card\"><span class=\"td-metric-value\">$3,85<\/span><span class=\"td-metric-label\">Nebius H100<\/span><\/div>\n<div class=\"td-metric-card\"><span class=\"td-metric-value\">$3,90<\/span><span class=\"td-metric-label\">Crusoe H100<\/span><\/div>\n<div class=\"td-metric-card\"><span class=\"td-metric-value\">$3,99<\/span><span class=\"td-metric-label\">Lambda H100<\/span><\/div>\n<div class=\"td-metric-card\"><span class=\"td-metric-value\">$6,16<\/span><span class=\"td-metric-label\">CoreWeave H100<\/span><\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0393\u03b9\u03b1 H200, \u03b7 Crusoe \u03b4\u03b7\u03bc\u03bf\u03c3\u03af\u03b5\u03c5\u03b5 4,29 \u03b4\u03bf\u03bb\u03ac\u03c1\u03b9\u03b1, \u03b7 Nebius 4,50 \u03ba\u03b1\u03b9 \u03b7 CoreWeave 6,31 \u03b1\u03bd\u03ac GPU-\u03ce\u03c1\u03b1. \u0393\u03b9\u03b1 B200, \u03c4\u03bf snapshot \u03ad\u03b4\u03b5\u03b9\u03c7\u03bd\u03b5 Lambda 6,69, Nebius 7,15 \u03ba\u03b1\u03b9 CoreWeave 8,60, \u03b5\u03bd\u03ce \u03b7 Crusoe \u03c0\u03b1\u03c1\u03ad\u03c0\u03b5\u03bc\u03c0\u03b5 \u03c3\u03b5 \u03c0\u03c9\u03bb\u03ae\u03c3\u03b5\u03b9\u03c2. \u0397 Nebius \u03ae\u03c4\u03b1\u03bd \u03b7 \u03bc\u03cc\u03bd\u03b7 \u03b1\u03c0\u03cc \u03c4\u03b7\u03bd \u03bf\u03bc\u03ac\u03b4\u03b1 \u03bc\u03b5 \u03b4\u03b7\u03bc\u03cc\u03c3\u03b9\u03b1 on-demand \u03c4\u03b9\u03bc\u03ae B300, \u03c3\u03c4\u03b1 7,85 \u03b4\u03bf\u03bb\u03ac\u03c1\u03b9\u03b1, \u03ba\u03b1\u03b9 preemptible \u03c3\u03c4\u03b1 4,30.<\/p>\n<aside class=\"td-article-note\">\n<p><strong>\u039f\u03b9 \u03c4\u03b9\u03bc\u03ad\u03c2 \u03b5\u03af\u03bd\u03b1\u03b9 \u03c7\u03c1\u03bf\u03bd\u03b9\u03ba\u03cc \u03c3\u03c4\u03b9\u03b3\u03bc\u03b9\u03cc\u03c4\u03c5\u03c0\u03bf, \u03cc\u03c7\u03b9 \u03bc\u03cc\u03bd\u03b9\u03bc\u03b7 \u03ba\u03b1\u03c4\u03ac\u03c4\u03b1\u03be\u03b7:<\/strong> region, \u03c6\u03cc\u03c1\u03bf\u03b9, GPU count, \u03bc\u03bd\u03ae\u03bc\u03b7, host resources, \u03b4\u03b9\u03b1\u03b8\u03b5\u03c3\u03b9\u03bc\u03cc\u03c4\u03b7\u03c4\u03b1 \u03ba\u03b1\u03b9 \u03b5\u03c0\u03af\u03c0\u03b5\u03b4\u03bf \u03c5\u03c0\u03b7\u03c1\u03b5\u03c3\u03af\u03b1\u03c2 \u03b1\u03bb\u03bb\u03ac\u03b6\u03bf\u03c5\u03bd \u03c4\u03bf \u03c4\u03b5\u03bb\u03b9\u03ba\u03cc \u03c0\u03bf\u03c3\u03cc. \u0397 \u03c4\u03b9\u03bc\u03ae B200 \u03c4\u03c9\u03bd 6,69 \u03b4\u03bf\u03bb\u03b1\u03c1\u03af\u03c9\u03bd \u03c4\u03b7\u03c2 Lambda \u03b1\u03c6\u03bf\u03c1\u03ac on-demand instance, \u03b5\u03bd\u03ce \u03c4\u03b1 1-Click Clusters \u03b5\u03bc\u03c6\u03b1\u03bd\u03af\u03b6\u03bf\u03bd\u03c4\u03b1\u03b9 \u03c3\u03c4\u03b1 9,86, 9,36 \u03ba\u03b1\u03b9 8,87 \u03b4\u03bf\u03bb\u03ac\u03c1\u03b9\u03b1 \u03b1\u03bd\u03ac B200-\u03ce\u03c1\u03b1 \u03b3\u03b9\u03b1 16, 64 \u03ba\u03b1\u03b9 256+ GPUs. \u0395\u03af\u03bd\u03b1\u03b9 \u03b4\u03b9\u03b1\u03c6\u03bf\u03c1\u03b5\u03c4\u03b9\u03ba\u03ad\u03c2 \u03c0\u03c1\u03bf\u03c3\u03c6\u03bf\u03c1\u03ad\u03c2 \u03ba\u03b1\u03b9 \u03b4\u03b5\u03bd \u03c0\u03c1\u03ad\u03c0\u03b5\u03b9 \u03bd\u03b1 \u03c3\u03c5\u03b3\u03c7\u03c9\u03bd\u03b5\u03cd\u03bf\u03bd\u03c4\u03b1\u03b9 \u03c3\u03b5 \u03ad\u03bd\u03b1 \u03bd\u03bf\u03cd\u03bc\u03b5\u03c1\u03bf.<\/p>\n<\/aside>\n<p>\u039f\u03b9 spot \u03ae preemptible \u03b5\u03c0\u03b9\u03bb\u03bf\u03b3\u03ad\u03c2 \u03bc\u03b5\u03b9\u03ce\u03bd\u03bf\u03c5\u03bd \u03c4\u03b7\u03bd \u03c4\u03b9\u03bc\u03ae \u03bc\u03b5 \u03b1\u03bd\u03c4\u03ac\u03bb\u03bb\u03b1\u03b3\u03bc\u03b1 \u03c4\u03b7 \u03b4\u03c5\u03bd\u03b1\u03c4\u03cc\u03c4\u03b7\u03c4\u03b1 \u03b4\u03b9\u03b1\u03ba\u03bf\u03c0\u03ae\u03c2. \u0397 Nebius \u03b4\u03b7\u03bc\u03bf\u03c3\u03af\u03b5\u03c5\u03b5 preemptible H100 \u03c3\u03c4\u03b1 2,15 \u03b4\u03bf\u03bb\u03ac\u03c1\u03b9\u03b1 \u03ba\u03b1\u03b9 \u03b7 CoreWeave spot H100 \u03c3\u03c4\u03b7 \u0392\u03cc\u03c1\u03b5\u03b9\u03b1 \u0391\u03bc\u03b5\u03c1\u03b9\u03ba\u03ae \u03c0\u03b5\u03c1\u03af\u03c0\u03bf\u03c5 \u03c3\u03c4\u03b1 2,46 \u03b1\u03bd\u03ac GPU-\u03ce\u03c1\u03b1. \u0388\u03bd\u03b1 training job \u03bc\u03b5 \u03c3\u03c5\u03c7\u03bd\u03ac checkpoints \u03ba\u03b1\u03b9 \u03b5\u03bb\u03b5\u03b3\u03c7\u03cc\u03bc\u03b5\u03bd\u03b7 \u03b5\u03c0\u03b1\u03bd\u03b5\u03ba\u03ba\u03af\u03bd\u03b7\u03c3\u03b7 \u03bc\u03c0\u03bf\u03c1\u03b5\u03af \u03bd\u03b1 \u03b5\u03ba\u03bc\u03b5\u03c4\u03b1\u03bb\u03bb\u03b5\u03c5\u03c4\u03b5\u03af \u03b1\u03c5\u03c4\u03ae \u03c4\u03b7 \u03c7\u03c9\u03c1\u03b7\u03c4\u03b9\u03ba\u03cc\u03c4\u03b7\u03c4\u03b1. \u0388\u03bd\u03b1 latency-sensitive production endpoint \u03bc\u03b5 \u03b1\u03c5\u03c3\u03c4\u03b7\u03c1\u03cc SLA \u03c3\u03c5\u03bd\u03ae\u03b8\u03c9\u03c2 \u03c7\u03c1\u03b5\u03b9\u03ac\u03b6\u03b5\u03c4\u03b1\u03b9 \u03b4\u03b9\u03b1\u03c6\u03bf\u03c1\u03b5\u03c4\u03b9\u03ba\u03cc tier.<\/p>\n<h2 id=\"pragmatiko-kostos\">\u0393\u03b9\u03b1\u03c4\u03af \u03b7 \u03c6\u03b8\u03b7\u03bd\u03cc\u03c4\u03b5\u03c1\u03b7 GPU \u03bc\u03c0\u03bf\u03c1\u03b5\u03af \u03bd\u03b1 \u03ba\u03bf\u03c3\u03c4\u03af\u03b6\u03b5\u03b9 \u03c0\u03b5\u03c1\u03b9\u03c3\u03c3\u03cc\u03c4\u03b5\u03c1\u03bf<\/h2>\n<p>\u03a4\u03bf \u03c3\u03c5\u03bd\u03bf\u03bb\u03b9\u03ba\u03cc \u03ba\u03cc\u03c3\u03c4\u03bf\u03c2 \u03b5\u03be\u03b1\u03c1\u03c4\u03ac\u03c4\u03b1\u03b9 \u03b1\u03c0\u03cc utilization, \u03b4\u03b9\u03ac\u03c1\u03ba\u03b5\u03b9\u03b1, storage, \u03b4\u03b9\u03ba\u03c4\u03cd\u03c9\u03c3\u03b7, orchestration, \u03c5\u03c0\u03bf\u03c3\u03c4\u03ae\u03c1\u03b9\u03be\u03b7 \u03ba\u03b1\u03b9 \u03c7\u03c1\u03cc\u03bd\u03bf \u03bf\u03bc\u03ac\u03b4\u03b1\u03c2. \u039f\u03b9 CoreWeave, Nebius, Lambda \u03ba\u03b1\u03b9 Crusoe \u03b4\u03b7\u03bb\u03ce\u03bd\u03bf\u03c5\u03bd \u03bc\u03b7\u03b4\u03b5\u03bd\u03b9\u03ba\u03ae \u03b3\u03b5\u03bd\u03b9\u03ba\u03ae \u03c7\u03c1\u03ad\u03c9\u03c3\u03b7 network egress \u03c3\u03c4\u03b9\u03c2 \u03c3\u03b5\u03bb\u03af\u03b4\u03b5\u03c2 \u03c0\u03bf\u03c5 \u03b5\u03be\u03b5\u03c4\u03ac\u03c3\u03c4\u03b7\u03ba\u03b1\u03bd, \u03bc\u03b5 \u03b5\u03be\u03b1\u03b9\u03c1\u03ad\u03c3\u03b5\u03b9\u03c2 \u03b1\u03bd\u03ac \u03c0\u03c1\u03bf\u03ca\u03cc\u03bd: \u03b3\u03b9\u03b1 \u03c0\u03b1\u03c1\u03ac\u03b4\u03b5\u03b9\u03b3\u03bc\u03b1, \u03b7 Nebius \u03b5\u03bc\u03c6\u03b1\u03bd\u03af\u03b6\u03b5\u03b9 0,015 \u03b4\u03bf\u03bb\u03ac\u03c1\u03b9\u03b1 \u03b1\u03bd\u03ac GiB \u03b3\u03b9\u03b1 standard object-storage egress, \u03b5\u03bd\u03ce \u03ac\u03bb\u03bb\u03b1 storage tiers \u03ad\u03c7\u03bf\u03c5\u03bd \u03b4\u03b9\u03b1\u03c6\u03bf\u03c1\u03b5\u03c4\u03b9\u03ba\u03ae \u03c0\u03bf\u03bb\u03b9\u03c4\u03b9\u03ba\u03ae. \u0397 \u03bb\u03ad\u03be\u03b7 \u00ab\u03b4\u03c9\u03c1\u03b5\u03ac\u03bd\u00bb \u03c7\u03c1\u03b5\u03b9\u03ac\u03b6\u03b5\u03c4\u03b1\u03b9 \u03c0\u03ac\u03bd\u03c4\u03b1 \u03b1\u03bd\u03ac\u03b3\u03bd\u03c9\u03c3\u03b7 \u03c3\u03c4\u03bf \u03b1\u03ba\u03c1\u03b9\u03b2\u03ad\u03c2 scope.<\/p>\n<p>\u039f\u03b9 committed-use \u03b5\u03ba\u03c0\u03c4\u03ce\u03c3\u03b5\u03b9\u03c2 \u03c6\u03c4\u03ac\u03bd\u03bf\u03c5\u03bd \u03ad\u03c9\u03c2 60% \u03c3\u03c4\u03b7\u03bd CoreWeave \u03ba\u03b1\u03b9 \u03ad\u03c9\u03c2 35% \u03c3\u03c4\u03b7 Nebius, \u03b1\u03bb\u03bb\u03ac \u03bc\u03b5\u03b3\u03b1\u03bb\u03cd\u03c4\u03b5\u03c1\u03b7 \u03ad\u03ba\u03c0\u03c4\u03c9\u03c3\u03b7 \u03c3\u03b7\u03bc\u03b1\u03af\u03bd\u03b5\u03b9 \u03ba\u03b1\u03b9 \u03bc\u03b5\u03b3\u03b1\u03bb\u03cd\u03c4\u03b5\u03c1\u03b7 \u03ad\u03ba\u03b8\u03b5\u03c3\u03b7 \u03c3\u03b5 forecast error. \u0391\u03bd \u03b7 \u03bf\u03bc\u03ac\u03b4\u03b1 \u03b4\u03b5\u03c3\u03bc\u03b5\u03cd\u03c3\u03b5\u03b9 256 GPUs \u03ba\u03b1\u03b9 \u03c7\u03c1\u03b7\u03c3\u03b9\u03bc\u03bf\u03c0\u03bf\u03b9\u03b5\u03af \u03bf\u03c5\u03c3\u03b9\u03b1\u03c3\u03c4\u03b9\u03ba\u03ac \u03c4\u03b9\u03c2 160, \u03b7 \u03bf\u03bd\u03bf\u03bc\u03b1\u03c3\u03c4\u03b9\u03ba\u03ae \u03ad\u03ba\u03c0\u03c4\u03c9\u03c3\u03b7 \u03bc\u03c0\u03bf\u03c1\u03b5\u03af \u03bd\u03b1 \u03c7\u03b1\u03b8\u03b5\u03af \u03c3\u03c4\u03bf \u03c7\u03b1\u03bc\u03b7\u03bb\u03cc utilization. \u0391\u03bd\u03c4\u03af\u03c3\u03c4\u03c1\u03bf\u03c6\u03b1, \u03bc\u03b9\u03b1 \u03b1\u03ba\u03c1\u03b9\u03b2\u03cc\u03c4\u03b5\u03c1\u03b7 reservation \u03bc\u03c0\u03bf\u03c1\u03b5\u03af \u03bd\u03b1 \u03b5\u03af\u03bd\u03b1\u03b9 \u03bf\u03b9\u03ba\u03bf\u03bd\u03bf\u03bc\u03b9\u03ba\u03cc\u03c4\u03b5\u03c1\u03b7 \u03cc\u03c4\u03b1\u03bd \u03b5\u03be\u03b1\u03c3\u03c6\u03b1\u03bb\u03af\u03b6\u03b5\u03b9 deadline \u03ba\u03b1\u03b9 \u03b1\u03c0\u03bf\u03c4\u03c1\u03ad\u03c0\u03b5\u03b9 \u03b5\u03b2\u03b4\u03bf\u03bc\u03ac\u03b4\u03b5\u03c2 \u03b1\u03bd\u03b1\u03bc\u03bf\u03bd\u03ae\u03c2.<\/p>\n<p>\u03a4\u03bf \u03c3\u03c9\u03c3\u03c4\u03cc KPI \u03b5\u03af\u03bd\u03b1\u03b9 \u03ba\u03cc\u03c3\u03c4\u03bf\u03c2 \u03b1\u03bd\u03ac \u03c7\u03c1\u03ae\u03c3\u03b9\u03bc\u03bf \u03b1\u03c0\u03bf\u03c4\u03ad\u03bb\u03b5\u03c3\u03bc\u03b1. \u03a3\u03b5 training \u03c0\u03b5\u03c1\u03b9\u03bb\u03b1\u03bc\u03b2\u03ac\u03bd\u03b5\u03b9 \u03cc\u03bb\u03bf \u03c4\u03bf\u03bd \u03c7\u03c1\u03cc\u03bd\u03bf \u03c0\u03bf\u03c5 \u03c4\u03bf cluster \u03b5\u03af\u03bd\u03b1\u03b9 \u03b4\u03b5\u03c3\u03bc\u03b5\u03c5\u03bc\u03ad\u03bd\u03bf, \u03bc\u03b1\u03b6\u03af \u03bc\u03b5 data loading, compilation, failed runs \u03ba\u03b1\u03b9 checkpoints. \u03a3\u03b5 inference \u03c0\u03b5\u03c1\u03b9\u03bb\u03b1\u03bc\u03b2\u03ac\u03bd\u03b5\u03b9 input, output, caching, concurrency, retry \u03ba\u03b1\u03b9 idle provisioned capacity. \u0397 \u03b1\u03bd\u03ac\u03bb\u03c5\u03c3\u03b7 \u03b3\u03b9\u03b1 \u03c4\u03bf <a href=\"https:\/\/twodots.gr\/to-kostos-tis-ai-ti-prepei-na-gnorizoun-oi-epicheiriseis\/\">\u03ba\u03cc\u03c3\u03c4\u03bf\u03c2 \u03c4\u03b7\u03c2 AI \u03b3\u03b9\u03b1 \u03b5\u03c0\u03b9\u03c7\u03b5\u03b9\u03c1\u03ae\u03c3\u03b5\u03b9\u03c2<\/a> \u03b2\u03bf\u03b7\u03b8\u03ac \u03bd\u03b1 \u03b5\u03bd\u03c4\u03b1\u03c7\u03b8\u03bf\u03cd\u03bd compute, \u03b4\u03b5\u03b4\u03bf\u03bc\u03ad\u03bd\u03b1 \u03ba\u03b1\u03b9 \u03b1\u03bd\u03b8\u03c1\u03ce\u03c0\u03b9\u03bd\u03b7 \u03b5\u03c1\u03b3\u03b1\u03c3\u03af\u03b1 \u03c3\u03c4\u03bf\u03bd \u03af\u03b4\u03b9\u03bf \u03c0\u03c1\u03bf\u03cb\u03c0\u03bf\u03bb\u03bf\u03b3\u03b9\u03c3\u03bc\u03cc.<\/p>\n<p>\u0391\u03bd \u03b5\u03be\u03b5\u03c4\u03ac\u03b6\u03b5\u03c4\u03b1\u03b9 on-premises \u03b5\u03bd\u03b1\u03bb\u03bb\u03b1\u03ba\u03c4\u03b9\u03ba\u03ae, \u03b7 \u03b1\u03b3\u03bf\u03c1\u03ac server \u03b4\u03b5\u03bd \u03b9\u03c3\u03bf\u03b4\u03c5\u03bd\u03b1\u03bc\u03b5\u03af \u03bc\u03b5 \u03c0\u03bb\u03ae\u03c1\u03b5\u03c2 AI cluster. \u0394\u03af\u03ba\u03c4\u03c5\u03bf, \u03c8\u03cd\u03be\u03b7, \u03b9\u03c3\u03c7\u03cd\u03c2, redundancy, storage, monitoring \u03ba\u03b1\u03b9 \u03b1\u03bd\u03c4\u03b1\u03bb\u03bb\u03b1\u03ba\u03c4\u03b9\u03ba\u03ac \u03bc\u03b5\u03c4\u03b1\u03c4\u03c1\u03ad\u03c0\u03bf\u03c5\u03bd \u03c4\u03bf hardware \u03c3\u03b5 \u03bb\u03b5\u03b9\u03c4\u03bf\u03c5\u03c1\u03b3\u03b9\u03ba\u03cc \u03c3\u03cd\u03c3\u03c4\u03b7\u03bc\u03b1. \u0397 \u03c7\u03b1\u03c1\u03c4\u03bf\u03b3\u03c1\u03ac\u03c6\u03b7\u03c3\u03b7 <a href=\"https:\/\/twodots.gr\/epaggelmatiko-hardware\/\">\u03b5\u03c0\u03b1\u03b3\u03b3\u03b5\u03bb\u03bc\u03b1\u03c4\u03b9\u03ba\u03bf\u03cd hardware \u03bc\u03b5 \u03b2\u03ac\u03c3\u03b7 \u03c4\u03bf\u03bd \u03c1\u03cc\u03bb\u03bf \u03b5\u03c1\u03b3\u03b1\u03c3\u03af\u03b1\u03c2<\/a> \u03b5\u03af\u03bd\u03b1\u03b9 \u03c7\u03c1\u03ae\u03c3\u03b9\u03bc\u03b7 \u03b1\u03ba\u03c1\u03b9\u03b2\u03ce\u03c2 \u03b5\u03c0\u03b5\u03b9\u03b4\u03ae \u03be\u03b5\u03ba\u03b9\u03bd\u03ac \u03b1\u03c0\u03cc \u03c7\u03c1\u03ae\u03c3\u03b7 \u03ba\u03b1\u03b9 \u03c5\u03c0\u03bf\u03c3\u03c4\u03ae\u03c1\u03b9\u03be\u03b7, \u03cc\u03c7\u03b9 \u03b1\u03c0\u03cc \u03bc\u03b5\u03bc\u03bf\u03bd\u03c9\u03bc\u03ad\u03bd\u03bf part number.<\/p>\n<h2 id=\"ischys-choritikotita\">\u0399\u03c3\u03c7\u03cd\u03c2 \u03ba\u03b1\u03b9 \u03c7\u03c9\u03c1\u03b7\u03c4\u03b9\u03ba\u03cc\u03c4\u03b7\u03c4\u03b1: \u03bc\u03b7\u03bd \u03bc\u03c0\u03b5\u03c1\u03b4\u03b5\u03cd\u03b5\u03c4\u03b5 contracted \u03bc\u03b5 active<\/h2>\n<p>\u0397 \u03b7\u03bb\u03b5\u03ba\u03c4\u03c1\u03b9\u03ba\u03ae \u03b9\u03c3\u03c7\u03cd\u03c2 \u03b5\u03af\u03bd\u03b1\u03b9 \u03ba\u03c1\u03af\u03c3\u03b9\u03bc\u03bf\u03c2 \u03c0\u03b5\u03c1\u03b9\u03bf\u03c1\u03b9\u03c3\u03bc\u03cc\u03c2 \u03b3\u03b9\u03b1 AI infrastructure, \u03b1\u03bb\u03bb\u03ac \u03bf\u03b9 \u03b1\u03bd\u03b1\u03ba\u03bf\u03b9\u03bd\u03ce\u03c3\u03b5\u03b9\u03c2 \u03b4\u03b5\u03bd \u03c7\u03c1\u03b7\u03c3\u03b9\u03bc\u03bf\u03c0\u03bf\u03b9\u03bf\u03cd\u03bd \u03c0\u03ac\u03bd\u03c4\u03b1 \u03c4\u03b7\u03bd \u03af\u03b4\u03b9\u03b1 \u03bc\u03bf\u03bd\u03ac\u03b4\u03b1. \u0397 CoreWeave \u03b5\u03bc\u03c6\u03b1\u03bd\u03af\u03b6\u03b5\u03b9 1,5 GW \u03b5\u03bd\u03b5\u03c1\u03b3\u03ae\u03c2 \u03b9\u03c3\u03c7\u03cd\u03bf\u03c2 \u03ba\u03b1\u03b9 \u03c0\u03ac\u03bd\u03c9 \u03b1\u03c0\u03cc 4,2 GW contracted power \u03c3\u03b5 51 data centers. \u0397 Nebius \u03b1\u03cd\u03be\u03b7\u03c3\u03b5 \u03c4\u03bf\u03bd \u03c3\u03c4\u03cc\u03c7\u03bf contracted power \u03b3\u03b9\u03b1 \u03c4\u03bf \u03c4\u03ad\u03bb\u03bf\u03c2 \u03c4\u03bf\u03c5 2026 \u03c3\u03c4\u03b1 5 GW \u03ba\u03b1\u03b9 \u03c3\u03c7\u03b5\u03b4\u03b9\u03ac\u03b6\u03b5\u03b9 \u03b1\u03bd\u03ac\u03c0\u03c4\u03c5\u03be\u03b7 \u03ac\u03bd\u03c9 \u03c4\u03bf\u03c5 1 GW \u03b1\u03bd\u03ac \u03ad\u03c4\u03bf\u03c2 \u03b1\u03c0\u03cc \u03c4\u03bf 2027. \u0391\u03c5\u03c4\u03ac \u03b5\u03af\u03bd\u03b1\u03b9 \u03b4\u03b9\u03b1\u03c6\u03bf\u03c1\u03b5\u03c4\u03b9\u03ba\u03ac \u03bc\u03b5\u03b3\u03ad\u03b8\u03b7: \u03b5\u03bd\u03b5\u03c1\u03b3\u03cc, \u03c3\u03c5\u03bc\u03b2\u03b1\u03c3\u03b9\u03bf\u03c0\u03bf\u03b9\u03b7\u03bc\u03ad\u03bd\u03bf \u03ba\u03b1\u03b9 \u03bc\u03b5\u03bb\u03bb\u03bf\u03bd\u03c4\u03b9\u03ba\u03ac \u03b1\u03bd\u03b1\u03c0\u03c4\u03c5\u03c3\u03c3\u03cc\u03bc\u03b5\u03bd\u03bf.<\/p>\n<p>\u0397 Crusoe \u03b1\u03bd\u03b1\u03ba\u03bf\u03af\u03bd\u03c9\u03c3\u03b5 4,9 GW \u03c3\u03c5\u03bc\u03b2\u03b1\u03c3\u03b9\u03bf\u03c0\u03bf\u03b9\u03b7\u03bc\u03ad\u03bd\u03b7\u03c2 AI \u03c5\u03c0\u03bf\u03b4\u03bf\u03bc\u03ae\u03c2 \u03c3\u03c4\u03bf \u03c3\u03cd\u03bd\u03bf\u03bb\u03bf data-center projects \u03ba\u03b1\u03b9 Crusoe Cloud, \u03bc\u03b5 development pipeline \u03ac\u03bd\u03c9 \u03c4\u03c9\u03bd 40 GW. \u0397 \u03b1\u03bd\u03b1\u03ba\u03bf\u03af\u03bd\u03c9\u03c3\u03b7 \u03ba\u03b1\u03bb\u03cd\u03c0\u03c4\u03b5\u03b9 \u03c0\u03ad\u03bd\u03c4\u03b5 campuses \u03ba\u03b1\u03b9 \u03cc\u03c7\u03b9 \u03bc\u03cc\u03bd\u03bf \u03ac\u03bc\u03b5\u03c3\u03b1 \u03b4\u03b9\u03b1\u03b8\u03ad\u03c3\u03b9\u03bc\u03b1 cloud instances. \u03a3\u03c4\u03bf Abilene, \u03c4\u03bf campus 1,2 GW \u03b3\u03b9\u03b1 Oracle \u03ad\u03c7\u03b5\u03b9 \u03c4\u03b1 \u03b4\u03cd\u03bf \u03c0\u03c1\u03ce\u03c4\u03b1 \u03ba\u03c4\u03af\u03c1\u03b9\u03b1 \u03c3\u03b5 \u03bb\u03b5\u03b9\u03c4\u03bf\u03c5\u03c1\u03b3\u03af\u03b1 \u03ba\u03b1\u03b9 \u03ac\u03bb\u03bb\u03b1 \u03ad\u03be\u03b9 \u03c5\u03c0\u03cc \u03ba\u03b1\u03c4\u03b1\u03c3\u03ba\u03b5\u03c5\u03ae, \u03b5\u03bd\u03ce \u03be\u03b5\u03c7\u03c9\u03c1\u03b9\u03c3\u03c4\u03cc campus 900 MW \u03b1\u03bd\u03b1\u03c0\u03c4\u03cd\u03c3\u03c3\u03b5\u03c4\u03b1\u03b9 \u03b3\u03b9\u03b1 Microsoft.<\/p>\n<p>\u0397 Lambda \u03b1\u03bd\u03b1\u03ba\u03bf\u03af\u03bd\u03c9\u03c3\u03b5 \u03cc\u03c4\u03b9 \u03b7 \u03b5\u03b3\u03ba\u03b1\u03c4\u03ac\u03c3\u03c4\u03b1\u03c3\u03b7 \u03c3\u03c4\u03bf Kansas City \u03b8\u03b1 \u03be\u03b5\u03ba\u03b9\u03bd\u03bf\u03cd\u03c3\u03b5 \u03bc\u03b5 24 MW \u03ba\u03b1\u03b9 \u03b4\u03c5\u03bd\u03b1\u03c4\u03cc\u03c4\u03b7\u03c4\u03b1 \u03b5\u03c0\u03ad\u03ba\u03c4\u03b1\u03c3\u03b7\u03c2 \u03c0\u03ac\u03bd\u03c9 \u03b1\u03c0\u03cc 100 MW. \u0397 Groq \u03b4\u03ae\u03bb\u03c9\u03c3\u03b5 13 data centers \u03ba\u03b1\u03b9 \u03c3\u03c4\u03cc\u03c7\u03bf \u03ba\u03bb\u03b9\u03bc\u03ac\u03ba\u03c9\u03c3\u03b7\u03c2 \u03c0\u03c1\u03bf\u03c2 200 MW \u03ad\u03c9\u03c2 \u03c4\u03bf \u03c4\u03ad\u03bb\u03bf\u03c2 \u03c4\u03bf\u03c5 2027. \u039f \u03b1\u03b3\u03bf\u03c1\u03b1\u03c3\u03c4\u03ae\u03c2 \u03cc\u03bc\u03c9\u03c2 \u03c7\u03c1\u03b5\u03b9\u03ac\u03b6\u03b5\u03c4\u03b1\u03b9 \u03b4\u03b9\u03b1\u03b8\u03b5\u03c3\u03b9\u03bc\u03cc\u03c4\u03b7\u03c4\u03b1 \u03c3\u03c4\u03bf \u03b4\u03b9\u03ba\u03cc \u03c4\u03bf\u03c5 region, \u03b3\u03b9\u03b1 \u03c4\u03bf \u03b4\u03b9\u03ba\u03cc \u03c4\u03bf\u03c5 GPU type \u03ba\u03b1\u03b9 \u03c3\u03c4\u03bf \u03b4\u03b9\u03ba\u03cc \u03c4\u03bf\u03c5 \u03c0\u03b1\u03c1\u03ac\u03b8\u03c5\u03c1\u03bf. \u0397 \u03b5\u03c4\u03b1\u03b9\u03c1\u03b9\u03ba\u03ae \u03b9\u03c3\u03c7\u03cd\u03c2 \u03b4\u03b5\u03bd \u03b1\u03c0\u03b1\u03bd\u03c4\u03ac \u03bc\u03cc\u03bd\u03b7 \u03c4\u03b7\u03c2 \u03b1\u03bd \u03c5\u03c0\u03ac\u03c1\u03c7\u03bf\u03c5\u03bd 64 B200 \u03b4\u03b9\u03b1\u03b8\u03ad\u03c3\u03b9\u03bc\u03b5\u03c2 \u03c4\u03b7\u03bd \u03b5\u03c0\u03cc\u03bc\u03b5\u03bd\u03b7 \u03b5\u03b2\u03b4\u03bf\u03bc\u03ac\u03b4\u03b1.<\/p>\n<aside class=\"td-article-note\">\n<p><strong>Contracted, pipeline \u03ba\u03b1\u03b9 active \u03b4\u03b5\u03bd \u03b5\u03af\u03bd\u03b1\u03b9 \u03c3\u03c5\u03bd\u03ce\u03bd\u03c5\u03bc\u03b1:<\/strong> contracted power \u03c0\u03b5\u03c1\u03b9\u03b3\u03c1\u03ac\u03c6\u03b5\u03b9 \u03c3\u03c5\u03bc\u03c6\u03c9\u03bd\u03b7\u03bc\u03ad\u03bd\u03b7 \u03bc\u03b5\u03bb\u03bb\u03bf\u03bd\u03c4\u03b9\u03ba\u03ae \u03ae \u03c5\u03c0\u03cc \u03b1\u03bd\u03ac\u03c0\u03c4\u03c5\u03be\u03b7 \u03b9\u03ba\u03b1\u03bd\u03cc\u03c4\u03b7\u03c4\u03b1, pipeline \u03c0\u03b5\u03c1\u03b9\u03bb\u03b1\u03bc\u03b2\u03ac\u03bd\u03b5\u03b9 \u03b1\u03ba\u03cc\u03bc\u03b7 \u03bb\u03b9\u03b3\u03cc\u03c4\u03b5\u03c1\u03bf \u03ce\u03c1\u03b9\u03bc\u03b1 \u03ad\u03c1\u03b3\u03b1 \u03ba\u03b1\u03b9 active power \u03b1\u03c6\u03bf\u03c1\u03ac \u03b5\u03b3\u03ba\u03b1\u03c4\u03b5\u03c3\u03c4\u03b7\u03bc\u03ad\u03bd\u03b7 \u03bb\u03b5\u03b9\u03c4\u03bf\u03c5\u03c1\u03b3\u03b9\u03ba\u03ae \u03b9\u03c3\u03c7\u03cd. \u039a\u03b1\u03bd\u03ad\u03bd\u03b1 \u03b1\u03c0\u03cc \u03c4\u03b1 \u03c4\u03c1\u03af\u03b1 \u03b4\u03b5\u03bd \u03b1\u03c0\u03bf\u03b4\u03b5\u03b9\u03ba\u03bd\u03cd\u03b5\u03b9 \u03b1\u03c5\u03c4\u03cc\u03bc\u03b1\u03c4\u03b1 \u03b4\u03b9\u03b1\u03b8\u03ad\u03c3\u03b9\u03bc\u03b7 GPU \u03c7\u03c9\u03c1\u03b7\u03c4\u03b9\u03ba\u03cc\u03c4\u03b7\u03c4\u03b1, \u03c7\u03c1\u03cc\u03bd\u03bf \u03c0\u03b1\u03c1\u03ac\u03b4\u03bf\u03c3\u03b7\u03c2 \u03ae SLA \u03b3\u03b9\u03b1 \u03c3\u03c5\u03b3\u03ba\u03b5\u03ba\u03c1\u03b9\u03bc\u03ad\u03bd\u03bf \u03c0\u03b5\u03bb\u03ac\u03c4\u03b7.<\/p>\n<\/aside>\n<p>\u0391\u03c5\u03c4\u03ae \u03b7 \u03b4\u03b9\u03ac\u03ba\u03c1\u03b9\u03c3\u03b7 \u03b5\u03af\u03bd\u03b1\u03b9 \u03ba\u03b5\u03bd\u03c4\u03c1\u03b9\u03ba\u03ae \u03ba\u03b1\u03b9 \u03c3\u03c4\u03bf <a href=\"https:\/\/twodots.gr\/cloud-repatriation-workload-placement-strategy\/\">workload placement \u03ba\u03b1\u03b9 \u03c4\u03bf cloud repatriation<\/a>. \u0397 \u03c3\u03c9\u03c3\u03c4\u03ae \u03c4\u03bf\u03c0\u03bf\u03b8\u03ad\u03c4\u03b7\u03c3\u03b7 \u03b4\u03b5\u03bd \u03b1\u03c0\u03bf\u03c6\u03b1\u03c3\u03af\u03b6\u03b5\u03c4\u03b1\u03b9 \u03b1\u03c0\u03cc \u03ad\u03bd\u03b1 \u03b3\u03b5\u03bd\u03b9\u03ba\u03cc \u03bc\u03ad\u03b3\u03b5\u03b8\u03bf\u03c2 provider, \u03b1\u03bb\u03bb\u03ac \u03b1\u03c0\u03cc \u03ba\u03cc\u03c3\u03c4\u03bf\u03c2, latency, data gravity, \u03c3\u03c5\u03bc\u03bc\u03cc\u03c1\u03c6\u03c9\u03c3\u03b7, \u03bb\u03b5\u03b9\u03c4\u03bf\u03c5\u03c1\u03b3\u03b9\u03ba\u03ae \u03b9\u03ba\u03b1\u03bd\u03cc\u03c4\u03b7\u03c4\u03b1 \u03ba\u03b1\u03b9 \u03c0\u03c1\u03b1\u03b3\u03bc\u03b1\u03c4\u03b9\u03ba\u03ae \u03b4\u03c5\u03bd\u03b1\u03c4\u03cc\u03c4\u03b7\u03c4\u03b1 \u03bc\u03b5\u03c4\u03b1\u03c6\u03bf\u03c1\u03ac\u03c2.<\/p>\n<h2 id=\"nea-genia-hardware\">\u0397 \u03bd\u03ad\u03b1 \u03b3\u03b5\u03bd\u03b9\u03ac hardware \u03c0\u03c1\u03b9\u03bd \u03b1\u03c0\u03bf\u03ba\u03c4\u03ae\u03c3\u03b5\u03b9 \u03ba\u03b1\u03b8\u03b1\u03c1\u03ae \u03c4\u03b9\u03bc\u03ae<\/h2>\n<p>\u0397 NVIDIA \u03b1\u03bd\u03b1\u03ba\u03bf\u03af\u03bd\u03c9\u03c3\u03b5 \u03cc\u03c4\u03b9 \u03b7 \u03c0\u03bb\u03b1\u03c4\u03c6\u03cc\u03c1\u03bc\u03b1 Vera Rubin \u03bc\u03c0\u03ae\u03ba\u03b5 \u03c3\u03b5 \u03c0\u03b1\u03c1\u03b1\u03b3\u03c9\u03b3\u03ae \u03bc\u03ad\u03c3\u03b1 \u03c3\u03c4\u03bf 2026. \u0397 CoreWeave \u03bf\u03bb\u03bf\u03ba\u03bb\u03ae\u03c1\u03c9\u03c3\u03b5 \u03c4\u03bf \u03c0\u03c1\u03ce\u03c4\u03bf \u03b4\u03b7\u03bc\u03cc\u03c3\u03b9\u03b1 \u03b1\u03bd\u03b1\u03ba\u03bf\u03b9\u03bd\u03c9\u03bc\u03ad\u03bd\u03bf bring-up \u03ba\u03b1\u03b9 system-level validation \u03c4\u03bf\u03c5 Vera Rubin NVL72, \u03b5\u03bd\u03ce NVIDIA, CoreWeave \u03ba\u03b1\u03b9 Nebius \u03ad\u03c7\u03bf\u03c5\u03bd \u03b1\u03bd\u03b1\u03ba\u03bf\u03b9\u03bd\u03ce\u03c3\u03b5\u03b9 \u03b1\u03bd\u03ac\u03c0\u03c4\u03c5\u03be\u03b7 \u03c3\u03c5\u03c3\u03c4\u03b7\u03bc\u03ac\u03c4\u03c9\u03bd. \u03a3\u03c4\u03b9\u03c2 \u03b4\u03b7\u03bc\u03cc\u03c3\u03b9\u03b5\u03c2 \u03c3\u03b5\u03bb\u03af\u03b4\u03b5\u03c2 \u03c4\u03b9\u03bc\u03bf\u03bb\u03cc\u03b3\u03b7\u03c3\u03b7\u03c2 \u03c0\u03bf\u03c5 \u03b5\u03bb\u03ad\u03b3\u03c7\u03b8\u03b7\u03ba\u03b1\u03bd, \u03cc\u03bc\u03c9\u03c2, \u03b4\u03b5\u03bd \u03c5\u03c0\u03ae\u03c1\u03c7\u03b5 \u03c3\u03c5\u03b3\u03ba\u03c1\u03af\u03c3\u03b9\u03bc\u03b7 on-demand \u03c4\u03b9\u03bc\u03ae Rubin \u03b3\u03b9\u03b1 \u03c4\u03bf\u03c5\u03c2 \u03c4\u03ad\u03c3\u03c3\u03b5\u03c1\u03b9\u03c2 GPU providers.<\/p>\n<p>\u0397 \u03b1\u03c0\u03bf\u03c5\u03c3\u03af\u03b1 \u03c4\u03b9\u03bc\u03ae\u03c2 \u03b4\u03b5\u03bd \u03c3\u03b7\u03bc\u03b1\u03af\u03bd\u03b5\u03b9 \u03b1\u03c0\u03bf\u03c5\u03c3\u03af\u03b1 \u03c0\u03c1\u03bf\u03ca\u03cc\u03bd\u03c4\u03bf\u03c2, \u03b1\u03bb\u03bb\u03ac sales-led \u03b4\u03b9\u03b1\u03b8\u03b5\u03c3\u03b9\u03bc\u03cc\u03c4\u03b7\u03c4\u03b1, \u03c0\u03b5\u03c1\u03b9\u03bf\u03c1\u03b9\u03c3\u03bc\u03ad\u03bd\u03b7 \u03c0\u03c1\u03bf\u03c3\u03c6\u03bf\u03c1\u03ac \u03ae \u03b1\u03ba\u03cc\u03bc\u03b7 \u03b5\u03be\u03b5\u03bb\u03b9\u03c3\u03c3\u03cc\u03bc\u03b5\u03bd\u03bf service packaging. \u0393\u03b9\u03b1 \u03ad\u03bd\u03b1\u03bd \u03b1\u03b3\u03bf\u03c1\u03b1\u03c3\u03c4\u03ae, \u03c4\u03bf \u00ab\u03b5\u03af\u03bc\u03b1\u03c3\u03c4\u03b5 launch partner\u00bb \u03b5\u03af\u03bd\u03b1\u03b9 \u03c3\u03ae\u03bc\u03b1 \u03c4\u03b5\u03c7\u03bd\u03b9\u03ba\u03ae\u03c2 \u03b5\u03c4\u03bf\u03b9\u03bc\u03cc\u03c4\u03b7\u03c4\u03b1\u03c2 \u03c0\u03bf\u03c5 \u03c7\u03c1\u03b5\u03b9\u03ac\u03b6\u03b5\u03c4\u03b1\u03b9 \u03bd\u03b1 \u03bc\u03b5\u03c4\u03b1\u03c4\u03c1\u03b1\u03c0\u03b5\u03af \u03c3\u03b5 \u03c3\u03c5\u03b3\u03ba\u03b5\u03ba\u03c1\u03b9\u03bc\u03ad\u03bd\u03b7 \u03c0\u03c1\u03bf\u03c3\u03c6\u03bf\u03c1\u03ac: \u03b7\u03bc\u03b5\u03c1\u03bf\u03bc\u03b7\u03bd\u03af\u03b1, region, topology, minimum term, acceptance benchmark, support \u03ba\u03b1\u03b9 \u03c1\u03ae\u03c4\u03c1\u03b5\u03c2 \u03ba\u03b1\u03b8\u03c5\u03c3\u03c4\u03ad\u03c1\u03b7\u03c3\u03b7\u03c2.<\/p>\n<p>\u03a3\u03c4\u03bf Blackwell Ultra, \u03b7 Nebius \u03b4\u03b7\u03bc\u03bf\u03c3\u03af\u03b5\u03c5\u03b5 B300 on-demand \u03c3\u03c4\u03b1 7,85 \u03b4\u03bf\u03bb\u03ac\u03c1\u03b9\u03b1 \u03ba\u03b1\u03b9 preemptible \u03c3\u03c4\u03b1 4,30. \u0397 CoreWeave \u03ad\u03b4\u03b9\u03bd\u03b5 B300 spot \u03c0\u03b5\u03c1\u03af\u03c0\u03bf\u03c5 4,48 \u03b4\u03bf\u03bb\u03ac\u03c1\u03b9\u03b1 \u03b1\u03bd\u03ac GPU-\u03ce\u03c1\u03b1 \u03c3\u03c4\u03b7 \u0392\u03cc\u03c1\u03b5\u03b9\u03b1 \u0391\u03bc\u03b5\u03c1\u03b9\u03ba\u03ae, \u03b1\u03bb\u03bb\u03ac on-demand \u03bc\u03ad\u03c3\u03c9 \u03c0\u03c9\u03bb\u03ae\u03c3\u03b5\u03c9\u03bd. \u0397 Crusoe \u03b5\u03af\u03c7\u03b5 MI300X \u03c3\u03c4\u03b1 3,45 \u03b4\u03bf\u03bb\u03ac\u03c1\u03b9\u03b1 \u03ba\u03b1\u03b9 MI355X \u03bc\u03ad\u03c3\u03c9 \u03c0\u03c9\u03bb\u03ae\u03c3\u03b5\u03c9\u03bd. \u0397 \u03cd\u03c0\u03b1\u03c1\u03be\u03b7 AMD \u03c3\u03c4\u03b7 \u03bb\u03af\u03c3\u03c4\u03b1 \u03ba\u03ac\u03bd\u03b5\u03b9 \u03c4\u03b7 Crusoe \u03c7\u03c1\u03ae\u03c3\u03b9\u03bc\u03b7 \u03b3\u03b9\u03b1 portability test, \u03cc\u03c7\u03b9 \u03b1\u03c5\u03c4\u03cc\u03bc\u03b1\u03c4\u03b1 \u03ba\u03b1\u03bb\u03cd\u03c4\u03b5\u03c1\u03b7 \u03b5\u03c0\u03b9\u03bb\u03bf\u03b3\u03ae \u03b3\u03b9\u03b1 \u03ba\u03ac\u03b8\u03b5 memory-heavy workload.<\/p>\n<p>\u0397 \u03c3\u03cd\u03b3\u03ba\u03c1\u03b9\u03c3\u03b7 <a href=\"https:\/\/twodots.gr\/amd-ai-data-centers-symfonies-meta-openai\/\">AMD \u03ba\u03b1\u03b9 NVIDIA \u03c3\u03c4\u03b1 \u03bd\u03ad\u03b1 AI data centers<\/a> \u03b4\u03b5\u03af\u03c7\u03bd\u03b5\u03b9 \u03b3\u03b9\u03b1\u03c4\u03af rack, interconnect \u03ba\u03b1\u03b9 software stack \u03b3\u03af\u03bd\u03bf\u03bd\u03c4\u03b1\u03b9 \u03c0\u03bb\u03ad\u03bf\u03bd \u03b5\u03be\u03af\u03c3\u03bf\u03c5 \u03c3\u03b7\u03bc\u03b1\u03bd\u03c4\u03b9\u03ba\u03ac \u03bc\u03b5 \u03c4\u03bf \u03cc\u03bd\u03bf\u03bc\u03b1 \u03c4\u03bf\u03c5 accelerator. \u0388\u03bd\u03b1 benchmark \u03c0\u03c1\u03ad\u03c0\u03b5\u03b9 \u03bd\u03b1 \u03c4\u03c1\u03ad\u03be\u03b5\u03b9 \u03c3\u03c4\u03b7\u03bd \u03c0\u03c1\u03b1\u03b3\u03bc\u03b1\u03c4\u03b9\u03ba\u03ae \u03b2\u03b9\u03b2\u03bb\u03b9\u03bf\u03b8\u03ae\u03ba\u03b7, precision \u03ba\u03b1\u03b9 batch profile \u03c4\u03b7\u03c2 \u03bf\u03bc\u03ac\u03b4\u03b1\u03c2.<\/p>\n<h2 id=\"symvolaia-sygkentrosi\">\u03a3\u03c5\u03bc\u03b2\u03cc\u03bb\u03b1\u03b9\u03b1, anchor \u03c0\u03b5\u03bb\u03ac\u03c4\u03b5\u03c2 \u03ba\u03b1\u03b9 \u03ba\u03af\u03bd\u03b4\u03c5\u03bd\u03bf\u03c2 \u03c3\u03c5\u03b3\u03ba\u03ad\u03bd\u03c4\u03c1\u03c9\u03c3\u03b7\u03c2<\/h2>\n<p>\u0397 CoreWeave \u03c3\u03c4\u03b7\u03c1\u03af\u03b6\u03b5\u03c4\u03b1\u03b9 \u03c3\u03b5 \u03c0\u03bf\u03bb\u03c5\u03b5\u03c4\u03b5\u03af\u03c2 \u03b4\u03b5\u03c3\u03bc\u03b5\u03cd\u03c3\u03b5\u03b9\u03c2 \u03ba\u03b1\u03b9 \u03b4\u03b7\u03bc\u03bf\u03c3\u03b9\u03bf\u03c0\u03bf\u03b9\u03b5\u03af \u03bc\u03b5\u03b3\u03ac\u03bb\u03bf\u03c5\u03c2 \u03c0\u03b5\u03bb\u03ac\u03c4\u03b5\u03c2 \u03cc\u03c0\u03c9\u03c2 Meta, Anthropic \u03ba\u03b1\u03b9 OpenAI. \u03a4\u03bf backlog \u03c0\u03c1\u03bf\u03c3\u03c6\u03ad\u03c1\u03b5\u03b9 \u03bf\u03c1\u03b1\u03c4\u03cc\u03c4\u03b7\u03c4\u03b1, \u03b1\u03bb\u03bb\u03ac \u03b7 \u03c0\u03b1\u03c1\u03ac\u03b4\u03bf\u03c3\u03b7 \u03b5\u03be\u03b1\u03c1\u03c4\u03ac\u03c4\u03b1\u03b9 \u03b1\u03c0\u03cc \u03c4\u03bf \u03b1\u03bd \u03b7 \u03c5\u03c0\u03bf\u03b4\u03bf\u03bc\u03ae \u03ad\u03c1\u03c7\u03b5\u03c4\u03b1\u03b9 online \u03cc\u03c4\u03b1\u03bd \u03c0\u03c1\u03ad\u03c0\u03b5\u03b9. \u0393\u03b9\u03b1 \u03c4\u03bf\u03bd \u03c4\u03b5\u03bb\u03b9\u03ba\u03cc buyer, \u03b7 \u03cd\u03c0\u03b1\u03c1\u03be\u03b7 anchor \u03c0\u03b5\u03bb\u03b1\u03c4\u03ce\u03bd \u03bc\u03c0\u03bf\u03c1\u03b5\u03af \u03bd\u03b1 \u03b5\u03bd\u03b9\u03c3\u03c7\u03cd\u03b5\u03b9 \u03c4\u03b7 \u03c7\u03c1\u03b7\u03bc\u03b1\u03c4\u03bf\u03b4\u03cc\u03c4\u03b7\u03c3\u03b7 \u03ba\u03b1\u03b9 \u03c4\u03b7\u03bd \u03c4\u03b5\u03c7\u03bd\u03b9\u03ba\u03ae \u03c9\u03c1\u03b9\u03bc\u03cc\u03c4\u03b7\u03c4\u03b1, \u03b1\u03bb\u03bb\u03ac \u03bc\u03c0\u03bf\u03c1\u03b5\u03af \u03b5\u03c0\u03af\u03c3\u03b7\u03c2 \u03bd\u03b1 \u03b5\u03c0\u03b7\u03c1\u03b5\u03ac\u03b6\u03b5\u03b9 \u03c0\u03c1\u03bf\u03c4\u03b5\u03c1\u03b1\u03b9\u03cc\u03c4\u03b7\u03c4\u03b5\u03c2 \u03c7\u03c9\u03c1\u03b7\u03c4\u03b9\u03ba\u03cc\u03c4\u03b7\u03c4\u03b1\u03c2.<\/p>\n<p>\u0397 Nebius \u03c0\u03b5\u03c1\u03b9\u03b3\u03c1\u03ac\u03c6\u03b5\u03b9 \u03c4\u03c1\u03af\u03b1 \u03b5\u03c0\u03af\u03c0\u03b5\u03b4\u03b1 \u03c3\u03c5\u03bc\u03b2\u03bf\u03bb\u03b1\u03af\u03c9\u03bd: \u03b2\u03c1\u03b1\u03c7\u03c5\u03c0\u03c1\u03cc\u03b8\u03b5\u03c3\u03bc\u03b1 premium deals \u03c4\u03c1\u03b9\u03ce\u03bd \u03ad\u03c9\u03c2 \u03ad\u03be\u03b9 \u03bc\u03b7\u03bd\u03ce\u03bd, \u03b2\u03b1\u03c3\u03b9\u03ba\u03ad\u03c2 \u03c3\u03c5\u03bc\u03c6\u03c9\u03bd\u03af\u03b5\u03c2 \u03b5\u03bd\u03cc\u03c2 \u03ad\u03c9\u03c2 \u03c4\u03c1\u03b9\u03ce\u03bd \u03b5\u03c4\u03ce\u03bd \u03ba\u03b1\u03b9 \u03bc\u03b1\u03ba\u03c1\u03bf\u03c7\u03c1\u03cc\u03bd\u03b9\u03b5\u03c2 \u03c3\u03c5\u03bc\u03c6\u03c9\u03bd\u03af\u03b5\u03c2 \u03bc\u03b5 investment-grade \u03c0\u03b5\u03bb\u03ac\u03c4\u03b5\u03c2. \u03a0\u03b5\u03c1\u03af\u03c0\u03bf\u03c5 70% \u03c4\u03c9\u03bd \u03c3\u03c5\u03bc\u03c6\u03c9\u03bd\u03b9\u03ce\u03bd \u03c4\u03bf\u03c5 \u03b4\u03b5\u03cd\u03c4\u03b5\u03c1\u03bf\u03c5 \u03c4\u03c1\u03b9\u03bc\u03ae\u03bd\u03bf\u03c5 \u03c0\u03b5\u03c1\u03b9\u03bb\u03ac\u03bc\u03b2\u03b1\u03bd\u03b1\u03bd \u03c0\u03c1\u03bf\u03c0\u03bb\u03b7\u03c1\u03c9\u03bc\u03ad\u03c2 \u03c0\u03bf\u03c5 \u03ba\u03ac\u03bb\u03c5\u03c0\u03c4\u03b1\u03bd 50%\u201360% \u03c4\u03bf\u03c5 \u03c3\u03c7\u03b5\u03c4\u03b9\u03ba\u03bf\u03cd capex. \u039f\u03b9 \u03b1\u03c1\u03b9\u03b8\u03bc\u03bf\u03af \u03b1\u03c6\u03bf\u03c1\u03bf\u03cd\u03bd \u03c4\u03b7\u03bd \u03b5\u03bc\u03c0\u03bf\u03c1\u03b9\u03ba\u03ae \u03b4\u03bf\u03bc\u03ae \u03c4\u03b7\u03c2 Nebius \u03ba\u03b1\u03b9 \u03b4\u03b5\u03bd \u03b1\u03c0\u03bf\u03c4\u03b5\u03bb\u03bf\u03cd\u03bd \u03b3\u03b5\u03bd\u03b9\u03ba\u03cc benchmark \u03c4\u03b7\u03c2 \u03b1\u03b3\u03bf\u03c1\u03ac\u03c2.<\/p>\n<p>\u0397 \u03c3\u03c5\u03bc\u03c6\u03c9\u03bd\u03af\u03b1 Nebius\u2013Meta \u03c0\u03bf\u03c5 \u03ba\u03b1\u03c4\u03b1\u03c4\u03ad\u03b8\u03b7\u03ba\u03b5 \u03c3\u03c4\u03b7\u03bd SEC \u03ad\u03c7\u03b5\u03b9 \u03b1\u03bd\u03ce\u03c4\u03b1\u03c4\u03b7 \u03c3\u03c5\u03bd\u03bf\u03bb\u03b9\u03ba\u03ae \u03b1\u03be\u03af\u03b1 \u03c0\u03b5\u03c1\u03af\u03c0\u03bf\u03c5 27 \u03b4\u03b9\u03c3. \u03b4\u03bf\u03bb\u03ac\u03c1\u03b9\u03b1. \u03a0\u03b5\u03c1\u03b9\u03bb\u03b1\u03bc\u03b2\u03ac\u03bd\u03b5\u03b9 12 \u03b4\u03b9\u03c3. \u03b3\u03b9\u03b1 dedicated \u03c0\u03b5\u03bd\u03c4\u03b1\u03b5\u03c4\u03b5\u03af\u03c2 \u03c0\u03b1\u03c1\u03b1\u03b3\u03b3\u03b5\u03bb\u03af\u03b5\u03c2 GPU clusters \u03bc\u03b5 \u03c3\u03c4\u03b1\u03b4\u03b9\u03b1\u03ba\u03ae \u03ad\u03bd\u03b1\u03c1\u03be\u03b7 \u03b1\u03c0\u03cc \u03c4\u03b9\u03c2 \u03b1\u03c1\u03c7\u03ad\u03c2 \u03c4\u03bf\u03c5 2027 \u03ba\u03b1\u03b9 \u03ad\u03c9\u03c2 15 \u03b4\u03b9\u03c3. \u03b3\u03b9\u03b1 \u03c0\u03c1\u03cc\u03c3\u03b2\u03b1\u03c3\u03b7 \u03c4\u03b7\u03c2 Meta \u03c3\u03b5 \u03b1\u03b4\u03b9\u03ac\u03b8\u03b5\u03c4\u03b7 \u03c7\u03c9\u03c1\u03b7\u03c4\u03b9\u03ba\u03cc\u03c4\u03b7\u03c4\u03b1 \u03c3\u03c5\u03b3\u03ba\u03b5\u03ba\u03c1\u03b9\u03bc\u03ad\u03bd\u03c9\u03bd clusters. \u0391\u03bd \u03b7 Nebius \u03b4\u03b5\u03bd \u03c0\u03bf\u03c5\u03bb\u03ae\u03c3\u03b5\u03b9 \u03b1\u03c5\u03c4\u03ae \u03c4\u03b7 \u03c7\u03c9\u03c1\u03b7\u03c4\u03b9\u03ba\u03cc\u03c4\u03b7\u03c4\u03b1 \u03b1\u03bb\u03bb\u03bf\u03cd, \u03b7 Meta \u03c5\u03c0\u03bf\u03c7\u03c1\u03b5\u03bf\u03cd\u03c4\u03b1\u03b9 \u03bd\u03b1 \u03c4\u03b7\u03bd \u03b1\u03b3\u03bf\u03c1\u03ac\u03c3\u03b5\u03b9 \u03b3\u03b9\u03b1 \u03c4\u03bf \u03c5\u03c0\u03cc\u03bb\u03bf\u03b9\u03c0\u03bf \u03c4\u03b7\u03c2 \u03c3\u03c7\u03b5\u03c4\u03b9\u03ba\u03ae\u03c2 \u03c0\u03b5\u03bd\u03c4\u03b1\u03b5\u03c4\u03bf\u03cd\u03c2 \u03c0\u03b5\u03c1\u03b9\u03cc\u03b4\u03bf\u03c5.<\/p>\n<p>\u0391\u03c5\u03c4\u03cc \u03b4\u03b7\u03bc\u03b9\u03bf\u03c5\u03c1\u03b3\u03b5\u03af \u03ad\u03bd\u03b1 \u03b5\u03af\u03b4\u03bf\u03c2 \u03ba\u03b1\u03c4\u03ce\u03c4\u03b1\u03c4\u03bf\u03c5 \u03bf\u03c1\u03af\u03bf\u03c5 \u03b1\u03be\u03b9\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b7\u03c2 \u03b3\u03b9\u03b1 \u03c4\u03b1 \u03ba\u03b1\u03bb\u03c5\u03c0\u03c4\u03cc\u03bc\u03b5\u03bd\u03b1 clusters, \u03c7\u03c9\u03c1\u03af\u03c2 \u03bd\u03b1 \u03b5\u03be\u03b1\u03bb\u03b5\u03af\u03c6\u03b5\u03b9 execution risk, delivery risk \u03ae \u03c3\u03c5\u03b3\u03ba\u03ad\u03bd\u03c4\u03c1\u03c9\u03c3\u03b7 \u03c0\u03b5\u03bb\u03b1\u03c4\u03ce\u03bd. \u039f \u03bc\u03b9\u03ba\u03c1\u03cc\u03c4\u03b5\u03c1\u03bf\u03c2 buyer \u03c0\u03c1\u03ad\u03c0\u03b5\u03b9 \u03bd\u03b1 \u03c1\u03c9\u03c4\u03ae\u03c3\u03b5\u03b9 \u03c0\u03bf\u03b9\u03b1 \u03c7\u03c9\u03c1\u03b7\u03c4\u03b9\u03ba\u03cc\u03c4\u03b7\u03c4\u03b1 \u03b5\u03af\u03bd\u03b1\u03b9 \u03c0\u03c1\u03b1\u03b3\u03bc\u03b1\u03c4\u03b9\u03ba\u03ac \u03b4\u03b9\u03ba\u03ae \u03c4\u03bf\u03c5, \u03c0\u03bf\u03b9\u03b1 service credits \u03b9\u03c3\u03c7\u03cd\u03bf\u03c5\u03bd, \u03c4\u03b9 \u03c3\u03c5\u03bc\u03b2\u03b1\u03af\u03bd\u03b5\u03b9 \u03c3\u03b5 \u03ba\u03b1\u03b8\u03c5\u03c3\u03c4\u03ad\u03c1\u03b7\u03c3\u03b7 \u03ba\u03b1\u03b9 \u03b1\u03bd \u03bf provider \u03bc\u03c0\u03bf\u03c1\u03b5\u03af \u03bd\u03b1 \u03b1\u03bb\u03bb\u03ac\u03be\u03b5\u03b9 region \u03ae hardware \u03bc\u03b5 \u03bc\u03bf\u03bd\u03bf\u03bc\u03b5\u03c1\u03ae \u03b1\u03c0\u03cc\u03c6\u03b1\u03c3\u03b7.<\/p>\n<h2 id=\"provider-workload\">\u03a0\u03bf\u03b9\u03bf\u03c2 provider \u03c4\u03b1\u03b9\u03c1\u03b9\u03ac\u03b6\u03b5\u03b9 \u03c3\u03b5 \u03c0\u03bf\u03b9\u03bf workload<\/h2>\n<p>\u0393\u03b9\u03b1 frontier-scale training \u03bc\u03b5 \u03c7\u03b9\u03bb\u03b9\u03ac\u03b4\u03b5\u03c2 GPUs \u03ba\u03b1\u03b9 \u03c0\u03bf\u03bb\u03c5\u03b5\u03c4\u03ae \u03bf\u03c1\u03af\u03b6\u03bf\u03bd\u03c4\u03b1, CoreWeave \u03ba\u03b1\u03b9 Nebius \u03c0\u03c1\u03bf\u03c3\u03c6\u03ad\u03c1\u03bf\u03c5\u03bd \u03c4\u03b7 \u03bc\u03b5\u03b3\u03b1\u03bb\u03cd\u03c4\u03b5\u03c1\u03b7 \u03b4\u03b7\u03bc\u03cc\u03c3\u03b9\u03b1 \u03bf\u03b9\u03ba\u03bf\u03bd\u03bf\u03bc\u03b9\u03ba\u03ae \u03c0\u03bb\u03b7\u03c1\u03bf\u03c6\u03cc\u03c1\u03b7\u03c3\u03b7 \u03c3\u03c4\u03b7\u03bd \u03bf\u03bc\u03ac\u03b4\u03b1 \u03ba\u03b1\u03b9 \u03b5\u03bc\u03c0\u03b5\u03b9\u03c1\u03af\u03b1 \u03c3\u03b5 rack-scale NVIDIA \u03c3\u03c5\u03c3\u03c4\u03ae\u03bc\u03b1\u03c4\u03b1. \u0391\u03c5\u03c4\u03cc \u03b4\u03b5\u03bd \u03c4\u03b9\u03c2 \u03ba\u03ac\u03bd\u03b5\u03b9 \u03b1\u03c5\u03c4\u03cc\u03bc\u03b1\u03c4\u03b1 \u03c6\u03b8\u03b7\u03bd\u03cc\u03c4\u03b5\u03c1\u03b5\u03c2. \u03a4\u03b9\u03c2 \u03ba\u03ac\u03bd\u03b5\u03b9 \u03b5\u03c5\u03ba\u03bf\u03bb\u03cc\u03c4\u03b5\u03c1\u03b5\u03c2 \u03b3\u03b9\u03b1 due diligence \u03c3\u03b5 \u03ba\u03bb\u03af\u03bc\u03b1\u03ba\u03b1, \u03b1\u03c1\u03ba\u03b5\u03af \u03b7 \u03c4\u03b5\u03c7\u03bd\u03b9\u03ba\u03ae \u03c0\u03c1\u03bf\u03c3\u03c6\u03bf\u03c1\u03ac \u03bd\u03b1 \u03c0\u03b5\u03c1\u03ac\u03c3\u03b5\u03b9 \u03b4\u03b9\u03ba\u03cc \u03c4\u03b7\u03c2 benchmark.<\/p>\n<p>\u0393\u03b9\u03b1 training \u03ae fine-tuning 16\u2013512 GPUs \u03b3\u03b9\u03b1 \u03b5\u03b2\u03b4\u03bf\u03bc\u03ac\u03b4\u03b5\u03c2 \u03ae \u03bc\u03ae\u03bd\u03b5\u03c2, \u03c4\u03b1 1-Click Clusters \u03c4\u03b7\u03c2 Lambda \u03ba\u03b1\u03b9 \u03bf\u03b9 on-demand \u03b5\u03c0\u03b9\u03bb\u03bf\u03b3\u03ad\u03c2 \u03c4\u03b7\u03c2 Nebius \u03b5\u03af\u03bd\u03b1\u03b9 \u03ac\u03bc\u03b5\u03c3\u03b5\u03c2 \u03b1\u03c6\u03b5\u03c4\u03b7\u03c1\u03af\u03b5\u03c2. \u0393\u03b9\u03b1 H200, \u03b7 Crusoe \u03b5\u03af\u03c7\u03b5 \u03c4\u03b7 \u03c7\u03b1\u03bc\u03b7\u03bb\u03cc\u03c4\u03b5\u03c1\u03b7 \u03b4\u03b7\u03bc\u03cc\u03c3\u03b9\u03b1 \u03c4\u03b9\u03bc\u03ae \u03c3\u03c4\u03b7\u03bd \u03bf\u03bc\u03ac\u03b4\u03b1. \u0393\u03b9\u03b1 jobs \u03c0\u03bf\u03c5 \u03b1\u03bd\u03c4\u03ad\u03c7\u03bf\u03c5\u03bd interruption, Nebius preemptible \u03ba\u03b1\u03b9 CoreWeave spot \u03c0\u03c1\u03bf\u03c3\u03c6\u03ad\u03c1\u03bf\u03c5\u03bd \u03c7\u03b1\u03bc\u03b7\u03bb\u03cc\u03c4\u03b5\u03c1\u03bf \u03b5\u03b9\u03c3\u03b9\u03c4\u03ae\u03c1\u03b9\u03bf, \u03b1\u03bb\u03bb\u03ac \u03b1\u03c0\u03b1\u03b9\u03c4\u03bf\u03cd\u03bd \u03b1\u03be\u03b9\u03cc\u03c0\u03b9\u03c3\u03c4\u03bf checkpointing \u03ba\u03b1\u03b9 idempotent restart.<\/p>\n<p>\u0393\u03b9\u03b1 \u03b1\u03be\u03b9\u03bf\u03bb\u03cc\u03b3\u03b7\u03c3\u03b7 AMD, \u03b7 Crusoe \u03b5\u03af\u03bd\u03b1\u03b9 \u03b7 \u03bc\u03cc\u03bd\u03b7 \u03b1\u03c0\u03cc \u03c4\u03b9\u03c2 \u03c0\u03ad\u03bd\u03c4\u03b5 \u03bc\u03b5 \u03b4\u03b7\u03bc\u03cc\u03c3\u03b9\u03b1 MI300X \u03c4\u03b9\u03bc\u03ae \u03ba\u03b1\u03b9 MI355X \u03c3\u03c4\u03bf rate card. \u0393\u03b9\u03b1 \u03c7\u03b1\u03bc\u03b7\u03bb\u03bf\u03cd latency inference \u03bc\u03b5 \u03bc\u03b5\u03b3\u03ac\u03bb\u03bf token volume, \u03c4\u03bf GroqCloud \u03b5\u03af\u03bd\u03b1\u03b9 \u03be\u03b5\u03c7\u03c9\u03c1\u03b9\u03c3\u03c4\u03ae \u03b4\u03b9\u03b1\u03b4\u03c1\u03bf\u03bc\u03ae, \u03b5\u03c0\u03b5\u03b9\u03b4\u03ae \u03b7 \u03b1\u03b3\u03bf\u03c1\u03ac \u03b3\u03af\u03bd\u03b5\u03c4\u03b1\u03b9 \u03b1\u03bd\u03ac model endpoint \u03ba\u03b1\u03b9 token. \u0397 \u03c4\u03b5\u03c7\u03bd\u03b9\u03ba\u03ae \u03c3\u03cd\u03b3\u03ba\u03c1\u03b9\u03c3\u03b7 \u03c0\u03c1\u03ad\u03c0\u03b5\u03b9 \u03bd\u03b1 \u03ba\u03c1\u03b1\u03c4\u03ae\u03c3\u03b5\u03b9 \u03c3\u03c4\u03b1\u03b8\u03b5\u03c1\u03ac \u03c4\u03bf \u03bc\u03bf\u03bd\u03c4\u03ad\u03bb\u03bf \u03ae, \u03cc\u03c4\u03b1\u03bd \u03b1\u03c5\u03c4\u03cc \u03b4\u03b5\u03bd \u03b5\u03af\u03bd\u03b1\u03b9 \u03b4\u03c5\u03bd\u03b1\u03c4\u03cc, \u03bd\u03b1 \u03c7\u03c1\u03b7\u03c3\u03b9\u03bc\u03bf\u03c0\u03bf\u03b9\u03ae\u03c3\u03b5\u03b9 \u03ba\u03bf\u03b9\u03bd\u03cc acceptance set \u03ce\u03c3\u03c4\u03b5 \u03bd\u03b1 \u03bc\u03b7\u03bd \u03b1\u03bd\u03c4\u03b1\u03bb\u03bb\u03ac\u03c3\u03c3\u03b5\u03b9 \u03c0\u03bf\u03b9\u03cc\u03c4\u03b7\u03c4\u03b1 \u03bc\u03b5 \u03c4\u03b1\u03c7\u03cd\u03c4\u03b7\u03c4\u03b1 \u03c7\u03c9\u03c1\u03af\u03c2 \u03bd\u03b1 \u03c4\u03bf \u03ba\u03b1\u03c4\u03b1\u03b3\u03c1\u03ac\u03c6\u03b5\u03b9.<\/p>\n<p>\u0397 \u03b1\u03c0\u03cc\u03c6\u03b1\u03c3\u03b7 \u03b3\u03b9\u03b1 \u03c4\u03bf <a href=\"https:\/\/twodots.gr\/poio-ai-montelo-axizei-gia-tin-epicheirisi\/\">\u03c0\u03bf\u03b9\u03bf AI \u03bc\u03bf\u03bd\u03c4\u03ad\u03bb\u03bf \u03b1\u03be\u03af\u03b6\u03b5\u03b9 \u03b3\u03b9\u03b1 \u03bc\u03b9\u03b1 \u03b5\u03c0\u03b9\u03c7\u03b5\u03af\u03c1\u03b7\u03c3\u03b7<\/a> \u03ba\u03b1\u03b9 \u03b7 \u03b1\u03c0\u03cc\u03c6\u03b1\u03c3\u03b7 \u03b3\u03b9\u03b1 provider \u03b5\u03af\u03bd\u03b1\u03b9 \u03b1\u03bb\u03bb\u03b7\u03bb\u03ad\u03bd\u03b4\u03b5\u03c4\u03b5\u03c2 \u03b1\u03bb\u03bb\u03ac \u03cc\u03c7\u03b9 \u03af\u03b4\u03b9\u03b5\u03c2. \u0397 \u03bf\u03bc\u03ac\u03b4\u03b1 \u03c7\u03c1\u03b5\u03b9\u03ac\u03b6\u03b5\u03c4\u03b1\u03b9 versioned model, \u03c3\u03c4\u03b1\u03b8\u03b5\u03c1\u03cc evaluation set \u03ba\u03b1\u03b9 application layer \u03c0\u03bf\u03c5 \u03bc\u03c0\u03bf\u03c1\u03b5\u03af \u03bd\u03b1 \u03b1\u03bb\u03bb\u03ac\u03be\u03b5\u03b9 backend \u03c7\u03c9\u03c1\u03af\u03c2 \u03bd\u03b1 \u03be\u03b1\u03bd\u03b1\u03b3\u03c1\u03b1\u03c6\u03c4\u03b5\u03af \u03b7 \u03b5\u03c0\u03b9\u03c7\u03b5\u03b9\u03c1\u03b7\u03c3\u03b9\u03b1\u03ba\u03ae \u03bb\u03bf\u03b3\u03b9\u03ba\u03ae.<\/p>\n<p>\u0391\u03bd \u03c4\u03bf KPI \u03b5\u03af\u03bd\u03b1\u03b9 inference latency, \u03ad\u03bd\u03b1 optimization \u03cc\u03c0\u03c9\u03c2 \u03c4\u03bf <a href=\"https:\/\/twodots.gr\/dspark-speculative-decoding-ai-latency\/\">speculative decoding<\/a> \u03bc\u03c0\u03bf\u03c1\u03b5\u03af \u03bd\u03b1 \u03b1\u03bb\u03bb\u03ac\u03be\u03b5\u03b9 \u03c3\u03b7\u03bc\u03b1\u03bd\u03c4\u03b9\u03ba\u03ac \u03c4\u03bf \u03b1\u03c0\u03bf\u03c4\u03ad\u03bb\u03b5\u03c3\u03bc\u03b1 \u03c3\u03c4\u03b7\u03bd \u03af\u03b4\u03b9\u03b1 GPU. \u0391\u03c5\u03c4\u03cc\u03c2 \u03b5\u03af\u03bd\u03b1\u03b9 \u03b1\u03ba\u03cc\u03bc\u03b7 \u03ad\u03bd\u03b1\u03c2 \u03bb\u03cc\u03b3\u03bf\u03c2 \u03bd\u03b1 \u03bc\u03b5\u03c4\u03c1\u03ac\u03c4\u03b5 \u03bf\u03bb\u03cc\u03ba\u03bb\u03b7\u03c1\u03bf \u03c4\u03bf serving stack \u03ba\u03b1\u03b9 \u03cc\u03c7\u03b9 \u03bd\u03b1 \u03b1\u03c0\u03bf\u03b4\u03af\u03b4\u03b5\u03c4\u03b5 \u03ba\u03ac\u03b8\u03b5 \u03b4\u03b9\u03b1\u03c6\u03bf\u03c1\u03ac \u03c3\u03c4\u03bf\u03bd provider \u03ae \u03c3\u03c4\u03bf chip.<\/p>\n<h2 id=\"proof-of-concept\">\u0388\u03bd\u03b1 \u03c3\u03bf\u03b2\u03b1\u03c1\u03cc proof of concept \u03c3\u03b5 \u03b5\u03c0\u03c4\u03ac \u03b2\u03ae\u03bc\u03b1\u03c4\u03b1<\/h2>\n<p>\u0388\u03bd\u03b1 proof of concept \u03c0\u03c1\u03ad\u03c0\u03b5\u03b9 \u03bd\u03b1 \u03b1\u03bd\u03b1\u03c0\u03b1\u03c1\u03ac\u03b3\u03b5\u03b9 \u03c4\u03b7\u03bd \u03c0\u03c1\u03b1\u03b3\u03bc\u03b1\u03c4\u03b9\u03ba\u03ae \u03b4\u03b9\u03b1\u03b4\u03c1\u03bf\u03bc\u03ae: provisioning, \u03c6\u03cc\u03c1\u03c4\u03c9\u03c3\u03b7 \u03b4\u03b5\u03b4\u03bf\u03bc\u03ad\u03bd\u03c9\u03bd, \u03b5\u03ba\u03ba\u03af\u03bd\u03b7\u03c3\u03b7 cluster, \u03b5\u03c0\u03b9\u03ba\u03bf\u03b9\u03bd\u03c9\u03bd\u03af\u03b1 \u03bc\u03b5\u03c4\u03b1\u03be\u03cd GPUs, compilation, training \u03ae serving, checkpoints, failure recovery \u03ba\u03b1\u03b9 \u03b5\u03be\u03b1\u03b3\u03c9\u03b3\u03ae \u03b1\u03c0\u03bf\u03c4\u03b5\u03bb\u03b5\u03c3\u03bc\u03ac\u03c4\u03c9\u03bd. \u0397 \u03bc\u03ad\u03c4\u03c1\u03b7\u03c3\u03b7 \u03bc\u03cc\u03bd\u03bf tokens \u03b1\u03bd\u03ac \u03b4\u03b5\u03c5\u03c4\u03b5\u03c1\u03cc\u03bb\u03b5\u03c0\u03c4\u03bf \u03ae \u03bc\u03cc\u03bd\u03bf wall-clock training \u03b1\u03c6\u03ae\u03bd\u03b5\u03b9 \u03b1\u03cc\u03c1\u03b1\u03c4\u03bf \u03c4\u03bf\u03bd \u03c7\u03c1\u03cc\u03bd\u03bf \u03c0\u03bf\u03c5 \u03b7 \u03c5\u03c0\u03bf\u03b4\u03bf\u03bc\u03ae \u03b5\u03af\u03bd\u03b1\u03b9 \u03b4\u03b5\u03c3\u03bc\u03b5\u03c5\u03bc\u03ad\u03bd\u03b7 \u03c7\u03c9\u03c1\u03af\u03c2 \u03c7\u03c1\u03ae\u03c3\u03b9\u03bc\u03bf compute.<\/p>\n<div class=\"td-step-list\">\n<p class=\"td-step-list-title\">\u0395\u03c0\u03c4\u03ac \u03b2\u03ae\u03bc\u03b1\u03c4\u03b1 \u03b3\u03b9\u03b1 \u03b4\u03af\u03ba\u03b1\u03b9\u03b7 \u03b1\u03be\u03b9\u03bf\u03bb\u03cc\u03b3\u03b7\u03c3\u03b7 GPU neocloud<\/p>\n<ol>\n<li><span class=\"td-step-kicker\">Step 1<\/span><strong>\u039a\u03bb\u03b5\u03b9\u03b4\u03ce\u03c3\u03c4\u03b5 \u03c4\u03bf workload<\/strong>\n<p>\u039f\u03c1\u03af\u03c3\u03c4\u03b5 model, dataset, precision, batch size, GPU count, \u03b4\u03b9\u03ac\u03c1\u03ba\u03b5\u03b9\u03b1, region, data residency, deadline \u03ba\u03b1\u03b9 \u03ba\u03c1\u03b9\u03c4\u03ae\u03c1\u03b9\u03bf \u03b1\u03c0\u03bf\u03b4\u03b5\u03ba\u03c4\u03bf\u03cd \u03b1\u03c0\u03bf\u03c4\u03b5\u03bb\u03ad\u03c3\u03bc\u03b1\u03c4\u03bf\u03c2.<\/p>\n<\/li>\n<li><span class=\"td-step-kicker\">Step 2<\/span><strong>\u0396\u03b7\u03c4\u03ae\u03c3\u03c4\u03b5 \u03ba\u03bf\u03b9\u03bd\u03ae \u03b4\u03b9\u03b1\u03bc\u03cc\u03c1\u03c6\u03c9\u03c3\u03b7<\/strong>\n<p>\u03a3\u03c5\u03b3\u03ba\u03c1\u03af\u03bd\u03b5\u03c4\u03b5 \u03af\u03b4\u03b9\u03bf accelerator, \u03bc\u03bd\u03ae\u03bc\u03b7, interconnect, storage, orchestration, support tier \u03ba\u03b1\u03b9 \u03b5\u03bb\u03ac\u03c7\u03b9\u03c3\u03c4\u03b7 \u03b4\u03ad\u03c3\u03bc\u03b5\u03c5\u03c3\u03b7 \u03c3\u03b5 \u03ba\u03ac\u03b8\u03b5 provider.<\/p>\n<\/li>\n<li><span class=\"td-step-kicker\">Step 3<\/span><strong>\u039c\u03b5\u03c4\u03c1\u03ae\u03c3\u03c4\u03b5 \u03cc\u03bb\u03b7 \u03c4\u03b7 \u03b4\u03b5\u03c3\u03bc\u03b5\u03c5\u03bc\u03ad\u03bd\u03b7 \u03ce\u03c1\u03b1<\/strong>\n<p>\u039a\u03b1\u03c4\u03b1\u03b3\u03c1\u03ac\u03c8\u03c4\u03b5 provisioning, data loading, compilation, queue, idle time, failed runs \u03ba\u03b1\u03b9 recovery \u03bc\u03b1\u03b6\u03af \u03bc\u03b5 \u03c4\u03bf\u03bd \u03c7\u03c1\u03ae\u03c3\u03b9\u03bc\u03bf \u03c7\u03c1\u03cc\u03bd\u03bf compute.<\/p>\n<\/li>\n<li><span class=\"td-step-kicker\">Step 4<\/span><strong>\u03a4\u03b9\u03bc\u03bf\u03bb\u03bf\u03b3\u03ae\u03c3\u03c4\u03b5 \u03c4\u03bf \u03c0\u03bb\u03ae\u03c1\u03b5\u03c2 run<\/strong>\n<p>\u03a0\u03c1\u03bf\u03c3\u03b8\u03ad\u03c3\u03c4\u03b5 GPU, CPU, storage, network, support \u03ba\u03b1\u03b9 engineering time \u03ba\u03b1\u03b9 \u03b4\u03b9\u03b1\u03b9\u03c1\u03ad\u03c3\u03c4\u03b5 \u03c4\u03b1 \u03bc\u03b5 \u03c4\u03b1 runs \u03c0\u03bf\u03c5 \u03c0\u03ad\u03c1\u03b1\u03c3\u03b1\u03bd \u03c4\u03bf acceptance criterion.<\/p>\n<\/li>\n<li><span class=\"td-step-kicker\">Step 5<\/span><strong>\u03a0\u03c1\u03bf\u03ba\u03b1\u03bb\u03ad\u03c3\u03c4\u03b5 \u03b5\u03bb\u03b5\u03b3\u03c7\u03cc\u03bc\u03b5\u03bd\u03b7 \u03b1\u03c3\u03c4\u03bf\u03c7\u03af\u03b1<\/strong>\n<p>\u0394\u03bf\u03ba\u03b9\u03bc\u03ac\u03c3\u03c4\u03b5 interruption, checkpoint restore, node failure, quota exhaustion \u03ba\u03b1\u03b9 support response \u03c7\u03c9\u03c1\u03af\u03c2 \u03bd\u03b1 \u03b4\u03b9\u03b1\u03ba\u03b9\u03bd\u03b4\u03c5\u03bd\u03b5\u03cd\u03c3\u03b5\u03c4\u03b5 \u03c0\u03b1\u03c1\u03b1\u03b3\u03c9\u03b3\u03b9\u03ba\u03ac \u03b4\u03b5\u03b4\u03bf\u03bc\u03ad\u03bd\u03b1.<\/p>\n<\/li>\n<li><span class=\"td-step-kicker\">Step 6<\/span><strong>\u0395\u03bb\u03ad\u03b3\u03be\u03c4\u03b5 \u03c4\u03bf \u03c3\u03c5\u03bc\u03b2\u03cc\u03bb\u03b1\u03b9\u03bf \u03ba\u03b1\u03b9 \u03c4\u03b7\u03bd \u03ad\u03be\u03bf\u03b4\u03bf<\/strong>\n<p>\u039a\u03b1\u03c4\u03b1\u03b3\u03c1\u03ac\u03c8\u03c4\u03b5 SLA, service credits, minimum term, \u03b1\u03ba\u03cd\u03c1\u03c9\u03c3\u03b7, \u03b1\u03bb\u03bb\u03b1\u03b3\u03ae region, ownership \u03b4\u03b5\u03b4\u03bf\u03bc\u03ad\u03bd\u03c9\u03bd \u03ba\u03b1\u03b9 \u03ba\u03cc\u03c3\u03c4\u03bf\u03c2 \u03b5\u03be\u03b1\u03b3\u03c9\u03b3\u03ae\u03c2 containers, weights \u03ba\u03b1\u03b9 checkpoints.<\/p>\n<\/li>\n<li><span class=\"td-step-kicker\">Step 7<\/span><strong>\u0392\u03b1\u03b8\u03bc\u03bf\u03bb\u03bf\u03b3\u03ae\u03c3\u03c4\u03b5 \u03bc\u03b5 \u03b2\u03ac\u03c1\u03b7<\/strong>\n<p>\u03a3\u03c5\u03bd\u03b4\u03c5\u03ac\u03c3\u03c4\u03b5 \u03c4\u03b5\u03c7\u03bd\u03b9\u03ba\u03ae \u03b1\u03c0\u03cc\u03b4\u03bf\u03c3\u03b7, \u03c3\u03c5\u03bd\u03bf\u03bb\u03b9\u03ba\u03cc \u03ba\u03cc\u03c3\u03c4\u03bf\u03c2, \u03b4\u03b9\u03b1\u03b8\u03b5\u03c3\u03b9\u03bc\u03cc\u03c4\u03b7\u03c4\u03b1, \u03b1\u03c3\u03c6\u03ac\u03bb\u03b5\u03b9\u03b1, support \u03ba\u03b1\u03b9 \u03c3\u03c5\u03bc\u03b2\u03b1\u03c4\u03b9\u03ba\u03cc \u03c1\u03af\u03c3\u03ba\u03bf \u03bc\u03b5 \u03b2\u03ac\u03c1\u03b7 \u03c0\u03bf\u03c5 \u03b1\u03bd\u03c4\u03b9\u03c3\u03c4\u03bf\u03b9\u03c7\u03bf\u03cd\u03bd \u03c3\u03c4\u03b7 \u03b4\u03b9\u03ba\u03ae \u03c3\u03b1\u03c2 \u03c0\u03b1\u03c1\u03b1\u03b3\u03c9\u03b3\u03ae.<\/p>\n<\/li>\n<\/ol>\n<\/div>\n<p>\u0397 \u03bc\u03ad\u03b8\u03bf\u03b4\u03bf\u03c2 \u03b5\u03af\u03bd\u03b1\u03b9 \u03c3\u03c5\u03bc\u03b2\u03b1\u03c4\u03ae \u03bc\u03b5 \u03c4\u03bf\u03bd \u03c4\u03c1\u03cc\u03c0\u03bf \u03c0\u03bf\u03c5 \u03c3\u03c7\u03b5\u03b4\u03b9\u03ac\u03b6\u03bf\u03bd\u03c4\u03b1\u03b9 <a href=\"https:\/\/twodots.gr\/aftomatismoi-epicheiriseon-ai\/\">\u03b1\u03c5\u03c4\u03bf\u03bc\u03b1\u03c4\u03b9\u03c3\u03bc\u03bf\u03af \u03b5\u03c0\u03b9\u03c7\u03b5\u03b9\u03c1\u03ae\u03c3\u03b5\u03c9\u03bd \u03ba\u03b1\u03b9 AI \u03bb\u03cd\u03c3\u03b5\u03b9\u03c2<\/a>: \u03c0\u03c1\u03ce\u03c4\u03b1 \u03c7\u03b1\u03c1\u03c4\u03bf\u03b3\u03c1\u03b1\u03c6\u03b5\u03af\u03c4\u03b1\u03b9 \u03b7 \u03c1\u03bf\u03ae \u03ba\u03b1\u03b9 \u03bf\u03b9 \u03b5\u03be\u03b1\u03b9\u03c1\u03ad\u03c3\u03b5\u03b9\u03c2, \u03bc\u03b5\u03c4\u03ac \u03b4\u03bf\u03ba\u03b9\u03bc\u03ac\u03b6\u03b5\u03c4\u03b1\u03b9 \u03c4\u03bf \u03c0\u03c1\u03b1\u03b3\u03bc\u03b1\u03c4\u03b9\u03ba\u03cc \u03c3\u03b5\u03bd\u03ac\u03c1\u03b9\u03bf \u03ba\u03b1\u03b9 \u03bc\u03cc\u03bd\u03bf \u03c4\u03cc\u03c4\u03b5 \u03ba\u03bb\u03b9\u03bc\u03b1\u03ba\u03ce\u03bd\u03b5\u03c4\u03b1\u03b9 \u03b7 \u03c5\u03c0\u03bf\u03b4\u03bf\u03bc\u03ae. \u0388\u03bd\u03b1 demo \u03c0\u03bf\u03c5 \u03b4\u03b5\u03bd \u03c0\u03b5\u03c1\u03b9\u03bb\u03b1\u03bc\u03b2\u03ac\u03bd\u03b5\u03b9 failure path \u03b4\u03b5\u03bd \u03b1\u03c0\u03bf\u03c4\u03b5\u03bb\u03b5\u03af production evidence.<\/p>\n<h2 id=\"portfolio-exodos\">\u0397 \u03c3\u03c9\u03c3\u03c4\u03ae \u03b1\u03c0\u03cc\u03c6\u03b1\u03c3\u03b7 \u03b5\u03af\u03bd\u03b1\u03b9 portfolio \u03ba\u03b1\u03b9 \u03c3\u03c7\u03ad\u03b4\u03b9\u03bf \u03b5\u03be\u03cc\u03b4\u03bf\u03c5<\/h2>\n<p>\u0397 \u03c3\u03cd\u03b3\u03ba\u03c1\u03b9\u03c3\u03b7 \u03b4\u03b5\u03bd \u03b1\u03c0\u03bf\u03b4\u03b5\u03b9\u03ba\u03bd\u03cd\u03b5\u03b9 \u03cc\u03c4\u03b9 \u03c5\u03c0\u03ac\u03c1\u03c7\u03b5\u03b9 \u03ad\u03bd\u03b1\u03c2 \u03ba\u03b1\u03bb\u03cd\u03c4\u03b5\u03c1\u03bf\u03c2 neocloud \u03b3\u03b9\u03b1 \u03cc\u03bb\u03bf\u03c5\u03c2. \u0397 CoreWeave \u03c3\u03c5\u03bd\u03b4\u03c5\u03ac\u03b6\u03b5\u03b9 \u03ba\u03bb\u03af\u03bc\u03b1\u03ba\u03b1 \u03ba\u03b1\u03b9 premium \u03c4\u03b9\u03bc\u03bf\u03bb\u03cc\u03b3\u03b7\u03c3\u03b7. \u0397 Nebius \u03b5\u03bc\u03c6\u03b1\u03bd\u03af\u03b6\u03b5\u03b9 \u03b1\u03bd\u03c4\u03b1\u03b3\u03c9\u03bd\u03b9\u03c3\u03c4\u03b9\u03ba\u03ad\u03c2 \u03b4\u03b7\u03bc\u03cc\u03c3\u03b9\u03b5\u03c2 \u03c4\u03b9\u03bc\u03ad\u03c2 \u03ba\u03b1\u03b9 \u03b3\u03c1\u03ae\u03b3\u03bf\u03c1\u03b7 \u03b5\u03c0\u03ad\u03ba\u03c4\u03b1\u03c3\u03b7 \u03c3\u03c5\u03bc\u03b2\u03b1\u03c3\u03b9\u03bf\u03c0\u03bf\u03b9\u03b7\u03bc\u03ad\u03bd\u03b7\u03c2 \u03b9\u03c3\u03c7\u03cd\u03bf\u03c2. \u0397 Lambda \u03c0\u03c1\u03bf\u03c3\u03c6\u03ad\u03c1\u03b5\u03b9 \u03c0\u03c1\u03bf\u03c3\u03b2\u03ac\u03c3\u03b9\u03bc\u03b1 instances \u03ba\u03b1\u03b9 \u03bf\u03c1\u03b3\u03b1\u03bd\u03c9\u03bc\u03ad\u03bd\u03b1 clusters. \u0397 Crusoe \u03c0\u03c1\u03bf\u03c3\u03b8\u03ad\u03c4\u03b5\u03b9 AMD \u03ba\u03b1\u03b9 data-center development. \u0397 Groq \u03c0\u03b1\u03c1\u03b1\u03bc\u03ad\u03bd\u03b5\u03b9 inference-first \u03c0\u03c1\u03cc\u03c4\u03b1\u03c3\u03b7 \u03bc\u03b5 \u03ac\u03bb\u03bb\u03b7 \u03bc\u03bf\u03bd\u03ac\u03b4\u03b1 \u03b1\u03b3\u03bf\u03c1\u03ac\u03c2.<\/p>\n<p>\u0393\u03b9\u03b1 \u03ba\u03c1\u03af\u03c3\u03b9\u03bc\u03b7 \u03c0\u03b1\u03c1\u03b1\u03b3\u03c9\u03b3\u03ae, primary \u03ba\u03b1\u03b9 secondary provider \u03bc\u03c0\u03bf\u03c1\u03b5\u03af \u03bd\u03b1 \u03bc\u03b5\u03b9\u03ce\u03c3\u03bf\u03c5\u03bd \u03c4\u03bf\u03bd \u03ba\u03af\u03bd\u03b4\u03c5\u03bd\u03bf \u03c7\u03c9\u03c1\u03b7\u03c4\u03b9\u03ba\u03cc\u03c4\u03b7\u03c4\u03b1\u03c2 \u03ae vendor lock-in, \u03b1\u03bb\u03bb\u03ac \u03b1\u03c5\u03be\u03ac\u03bd\u03bf\u03c5\u03bd \u03c4\u03bf \u03bb\u03b5\u03b9\u03c4\u03bf\u03c5\u03c1\u03b3\u03b9\u03ba\u03cc \u03ba\u03cc\u03c3\u03c4\u03bf\u03c2 \u03ba\u03b1\u03b9 \u03bc\u03c0\u03bf\u03c1\u03bf\u03cd\u03bd \u03bd\u03b1 \u03c0\u03b5\u03c1\u03b9\u03bf\u03c1\u03af\u03c3\u03bf\u03c5\u03bd \u03c4\u03b9\u03c2 \u03b5\u03ba\u03c0\u03c4\u03ce\u03c3\u03b5\u03b9\u03c2 \u03cc\u03b3\u03ba\u03bf\u03c5. Multi-cloud \u03c7\u03c9\u03c1\u03af\u03c2 \u03ba\u03bf\u03b9\u03bd\u03ac containers, data contracts, observability, IAM \u03ba\u03b1\u03b9 \u03b4\u03bf\u03ba\u03b9\u03bc\u03b1\u03c3\u03bc\u03ad\u03bd\u03bf failover \u03b5\u03af\u03bd\u03b1\u03b9 \u03bc\u03cc\u03bd\u03bf \u03b4\u03cd\u03bf invoices, \u03cc\u03c7\u03b9 \u03b1\u03bd\u03b8\u03b5\u03ba\u03c4\u03b9\u03ba\u03ae \u03b1\u03c1\u03c7\u03b9\u03c4\u03b5\u03ba\u03c4\u03bf\u03bd\u03b9\u03ba\u03ae.<\/p>\n<div class=\"td-decision-band\">\n<p class=\"td-decision-kicker\">\u039a\u03b5\u03bd\u03c4\u03c1\u03b9\u03ba\u03ae \u03b1\u03c0\u03cc\u03c6\u03b1\u03c3\u03b7<\/p>\n<p class=\"td-decision-title\">\u03a0\u03bf\u03b9\u03bf\u03c2 provider \u03bf\u03bb\u03bf\u03ba\u03bb\u03b7\u03c1\u03ce\u03bd\u03b5\u03b9 \u03b1\u03be\u03b9\u03cc\u03c0\u03b9\u03c3\u03c4\u03b1 \u03c4\u03bf \u03b4\u03b9\u03ba\u03cc \u03c3\u03b1\u03c2 workload;<\/p>\n<p>\u0395\u03c0\u03b9\u03bb\u03ad\u03be\u03c4\u03b5 configuration, \u03cc\u03c7\u03b9 \u03bb\u03bf\u03b3\u03cc\u03c4\u03c5\u03c0\u03bf: \u03c3\u03c5\u03b3\u03ba\u03b5\u03ba\u03c1\u03b9\u03bc\u03ad\u03bd\u03bf accelerator, topology, region, service tier, \u03c7\u03c1\u03bf\u03bd\u03b9\u03ba\u03ae \u03b4\u03ad\u03c3\u03bc\u03b5\u03c5\u03c3\u03b7 \u03ba\u03b1\u03b9 exit path. \u039a\u03c1\u03b1\u03c4\u03ae\u03c3\u03c4\u03b5 \u03ba\u03bf\u03b9\u03bd\u03cc benchmark \u03ba\u03b1\u03b9 \u03c5\u03c0\u03bf\u03bb\u03bf\u03b3\u03af\u03c3\u03c4\u03b5 \u03ba\u03cc\u03c3\u03c4\u03bf\u03c2 \u03b1\u03bd\u03ac \u03c3\u03c9\u03c3\u03c4\u03cc run, \u03bc\u03b1\u03b6\u03af \u03bc\u03b5 idle \u03c7\u03c1\u03cc\u03bd\u03bf, recovery \u03ba\u03b1\u03b9 \u03b1\u03bd\u03b8\u03c1\u03ce\u03c0\u03b9\u03bd\u03b7 \u03bb\u03b5\u03b9\u03c4\u03bf\u03c5\u03c1\u03b3\u03af\u03b1.<\/p>\n<\/div>\n<p>\u0397 \u03c9\u03c1\u03b9\u03bc\u03cc\u03c4\u03b7\u03c4\u03b1 \u03c4\u03b7\u03c2 \u03b1\u03b3\u03bf\u03c1\u03ac\u03c2 \u03b8\u03b1 \u03ba\u03c1\u03b9\u03b8\u03b5\u03af \u03b1\u03c0\u03cc \u03c4\u03bf \u03c0\u03bf\u03b9\u03bf\u03c2 \u03bc\u03b5\u03c4\u03b1\u03c4\u03c1\u03ad\u03c0\u03b5\u03b9 \u03b5\u03bd\u03ad\u03c1\u03b3\u03b5\u03b9\u03b1, hardware, \u03bb\u03bf\u03b3\u03b9\u03c3\u03bc\u03b9\u03ba\u03cc \u03ba\u03b1\u03b9 \u03c3\u03c5\u03bc\u03b2\u03cc\u03bb\u03b1\u03b9\u03b1 \u03c3\u03b5 \u03c0\u03c1\u03bf\u03b2\u03bb\u03ad\u03c8\u03b9\u03bc\u03b7 \u03c5\u03c0\u03b7\u03c1\u03b5\u03c3\u03af\u03b1. \u0397 \u03c9\u03c1\u03b9\u03bc\u03cc\u03c4\u03b7\u03c4\u03b1 \u03c4\u03bf\u03c5 \u03b1\u03b3\u03bf\u03c1\u03b1\u03c3\u03c4\u03ae \u03b8\u03b1 \u03ba\u03c1\u03b9\u03b8\u03b5\u03af \u03b1\u03c0\u03cc \u03c4\u03bf \u03b1\u03bd \u03bc\u03c0\u03bf\u03c1\u03b5\u03af \u03bd\u03b1 \u03b1\u03bb\u03bb\u03ac\u03be\u03b5\u03b9 provider \u03c7\u03c9\u03c1\u03af\u03c2 \u03bd\u03b1 \u03c7\u03ac\u03c3\u03b5\u03b9 \u03b4\u03b5\u03b4\u03bf\u03bc\u03ad\u03bd\u03b1, \u03b1\u03be\u03b9\u03bf\u03bb\u03bf\u03b3\u03ae\u03c3\u03b5\u03b9\u03c2, observability \u03ba\u03b1\u03b9 \u03c4\u03b7\u03bd \u03af\u03b4\u03b9\u03b1 \u03c4\u03b7\u03bd \u03b5\u03c0\u03b9\u03c7\u03b5\u03b9\u03c1\u03b7\u03c3\u03b9\u03b1\u03ba\u03ae \u03c1\u03bf\u03ae.<\/p>\n<section class=\"td-service-cta\">\n<div class=\"td-service-cta-content\">\n<p class=\"td-service-cta-kicker\">\u0391\u03c0\u03cc \u03c4\u03bf workload \u03c3\u03c4\u03b7\u03bd \u03c0\u03b1\u03c1\u03b1\u03b3\u03c9\u03b3\u03ae<\/p>\n<p class=\"td-service-cta-title\">\u03a3\u03c7\u03b5\u03b4\u03b9\u03ac\u03c3\u03c4\u03b5 AI \u03c5\u03c0\u03bf\u03b4\u03bf\u03bc\u03ae \u03c0\u03bf\u03c5 \u03bc\u03b5\u03c4\u03c1\u03ac \u03c4\u03bf \u03c0\u03c1\u03b1\u03b3\u03bc\u03b1\u03c4\u03b9\u03ba\u03cc \u03b1\u03c0\u03bf\u03c4\u03ad\u03bb\u03b5\u03c3\u03bc\u03b1<\/p>\n<p>\u0397 TWO DOTS \u03bc\u03c0\u03bf\u03c1\u03b5\u03af \u03bd\u03b1 \u03c7\u03b1\u03c1\u03c4\u03bf\u03b3\u03c1\u03b1\u03c6\u03ae\u03c3\u03b5\u03b9 \u03c4\u03bf AI workload, \u03c4\u03b1 \u03b4\u03b5\u03b4\u03bf\u03bc\u03ad\u03bd\u03b1, \u03c4\u03b1 integrations \u03ba\u03b1\u03b9 \u03c4\u03b1 failure paths \u03c4\u03b7\u03c2 \u03b5\u03c0\u03b9\u03c7\u03b5\u03af\u03c1\u03b7\u03c3\u03ae\u03c2 \u03c3\u03b1\u03c2, \u03ce\u03c3\u03c4\u03b5 provider, model \u03ba\u03b1\u03b9 \u03b1\u03c5\u03c4\u03bf\u03bc\u03b1\u03c4\u03b9\u03c3\u03bc\u03cc\u03c2 \u03bd\u03b1 \u03b1\u03be\u03b9\u03bf\u03bb\u03bf\u03b3\u03b7\u03b8\u03bf\u03cd\u03bd \u03bc\u03b5 \u03ba\u03bf\u03b9\u03bd\u03ac \u03ba\u03c1\u03b9\u03c4\u03ae\u03c1\u03b9\u03b1 \u03c0\u03c1\u03b9\u03bd \u03b1\u03c0\u03cc \u03bc\u03b5\u03b3\u03b1\u03bb\u03cd\u03c4\u03b5\u03c1\u03b7 \u03b4\u03ad\u03c3\u03bc\u03b5\u03c5\u03c3\u03b7.<\/p>\n<div class=\"td-service-cta-actions\"><a class=\"td-service-cta-button\" href=\"https:\/\/twodots.gr\/aftomatismoi-epicheiriseon-ai\/\">\u03a3\u03c5\u03b6\u03b7\u03c4\u03ae\u03c3\u03c4\u03b5 \u03ad\u03bd\u03b1 \u03b5\u03bb\u03b5\u03b3\u03c7\u03cc\u03bc\u03b5\u03bd\u03bf AI pilot<\/a><\/div>\n<\/div>\n<\/section>\n<section id=\"sychnes-erotiseis\" class=\"td-faq-section\">\n<div class=\"td-faq\">\n<p class=\"td-faq-heading\">Frequently Asked Questions (FAQs)<\/p>\n<details class=\"td-faq-item\">\n<summary class=\"td-faq-title\">\u03a4\u03b9 \u03b5\u03af\u03bd\u03b1\u03b9 \u03ad\u03bd\u03b1 GPU neocloud;<\/summary>\n<div class=\"td-faq-content\">\n<p>\u0395\u03af\u03bd\u03b1\u03b9 \u03b5\u03be\u03b5\u03b9\u03b4\u03b9\u03ba\u03b5\u03c5\u03bc\u03ad\u03bd\u03bf\u03c2 cloud provider \u03b3\u03b9\u03b1 AI training, fine-tuning \u03ae inference, \u03c3\u03c5\u03bd\u03ae\u03b8\u03c9\u03c2 \u03bc\u03b5 \u03c0\u03c5\u03ba\u03bd\u03ac accelerator clusters \u03ba\u03b1\u03b9 \u03b5\u03c1\u03b3\u03b1\u03bb\u03b5\u03af\u03b1 \u03b3\u03b9\u03b1 networking, scheduling \u03ba\u03b1\u03b9 \u03bb\u03b5\u03b9\u03c4\u03bf\u03c5\u03c1\u03b3\u03af\u03b1. \u0397 \u03b5\u03c4\u03b9\u03ba\u03ad\u03c4\u03b1 \u03b4\u03b5\u03bd \u03c3\u03b7\u03bc\u03b1\u03af\u03bd\u03b5\u03b9 \u03cc\u03c4\u03b9 \u03cc\u03bb\u03bf\u03b9 \u03c0\u03bf\u03c5\u03bb\u03bf\u03cd\u03bd \u03c4\u03bf \u03af\u03b4\u03b9\u03bf \u03c0\u03c1\u03bf\u03ca\u03cc\u03bd \u03ae service level.<\/p>\n<\/div>\n<\/details>\n<details class=\"td-faq-item\">\n<summary class=\"td-faq-title\">\u03a0\u03bf\u03b9\u03bf\u03c2 \u03b5\u03af\u03c7\u03b5 \u03c4\u03b7 \u03c7\u03b1\u03bc\u03b7\u03bb\u03cc\u03c4\u03b5\u03c1\u03b7 \u03b4\u03b7\u03bc\u03bf\u03c3\u03b9\u03b5\u03c5\u03bc\u03ad\u03bd\u03b7 on-demand \u03c4\u03b9\u03bc\u03ae H100;<\/summary>\n<div class=\"td-faq-content\">\n<p>\u03a3\u03c4\u03bf \u03c3\u03c4\u03b9\u03b3\u03bc\u03b9\u03cc\u03c4\u03c5\u03c0\u03bf \u03c4\u03b7\u03c2 21\u03b7\u03c2 \u0391\u03c5\u03b3\u03bf\u03cd\u03c3\u03c4\u03bf\u03c5 2026, \u03b7 Nebius \u03b5\u03af\u03c7\u03b5 H100 \u03c3\u03c4\u03b1 3,85 \u03b4\u03bf\u03bb\u03ac\u03c1\u03b9\u03b1 \u03b1\u03bd\u03ac GPU-\u03ce\u03c1\u03b1. \u0391\u03ba\u03bf\u03bb\u03bf\u03c5\u03b8\u03bf\u03cd\u03c3\u03b1\u03bd Crusoe 3,90, Lambda 3,99 \u03ba\u03b1\u03b9 CoreWeave 6,16. \u039f\u03b9 \u03c4\u03b9\u03bc\u03ad\u03c2 \u03c7\u03c1\u03b5\u03b9\u03ac\u03b6\u03bf\u03bd\u03c4\u03b1\u03b9 \u03bd\u03ad\u03bf \u03ad\u03bb\u03b5\u03b3\u03c7\u03bf \u03c0\u03c1\u03b9\u03bd \u03b1\u03c0\u03cc \u03b1\u03b3\u03bf\u03c1\u03ac.<\/p>\n<\/div>\n<\/details>\n<details class=\"td-faq-item\">\n<summary class=\"td-faq-title\">\u0393\u03b9\u03b1\u03c4\u03af \u03b4\u03b5\u03bd \u03b1\u03c1\u03ba\u03b5\u03af \u03b7 \u03c3\u03cd\u03b3\u03ba\u03c1\u03b9\u03c3\u03b7 \u03c4\u03b9\u03bc\u03ae\u03c2 \u03b1\u03bd\u03ac GPU-\u03ce\u03c1\u03b1;<\/summary>\n<div class=\"td-faq-content\">\n<p>\u0395\u03c0\u03b5\u03b9\u03b4\u03ae \u03b4\u03b5\u03bd \u03c0\u03b5\u03c1\u03b9\u03bb\u03b1\u03bc\u03b2\u03ac\u03bd\u03b5\u03b9 utilization, queue \u03ba\u03b1\u03b9 idle \u03c7\u03c1\u03cc\u03bd\u03bf, storage, \u03b4\u03af\u03ba\u03c4\u03c5\u03bf, orchestration, failed runs, support, SLA \u03ba\u03b1\u03b9 \u03bc\u03b7\u03c7\u03b1\u03bd\u03b9\u03ba\u03ae \u03b5\u03c1\u03b3\u03b1\u03c3\u03af\u03b1. \u03a4\u03bf \u03c7\u03c1\u03ae\u03c3\u03b9\u03bc\u03bf KPI \u03b5\u03af\u03bd\u03b1\u03b9 \u03ba\u03cc\u03c3\u03c4\u03bf\u03c2 \u03b1\u03bd\u03ac \u03c3\u03c9\u03c3\u03c4\u03ac \u03bf\u03bb\u03bf\u03ba\u03bb\u03b7\u03c1\u03c9\u03bc\u03ad\u03bd\u03bf run \u03ae \u03b1\u03bd\u03ac \u03c0\u03b1\u03c1\u03b1\u03b3\u03c9\u03b3\u03b9\u03ba\u03cc \u03b1\u03c0\u03bf\u03c4\u03ad\u03bb\u03b5\u03c3\u03bc\u03b1.<\/p>\n<\/div>\n<\/details>\n<details class=\"td-faq-item\">\n<summary class=\"td-faq-title\">\u03a0\u03bf\u03b9\u03b1 \u03b5\u03af\u03bd\u03b1\u03b9 \u03b7 \u03b4\u03b9\u03b1\u03c6\u03bf\u03c1\u03ac on-demand, spot \u03ba\u03b1\u03b9 reserved GPU;<\/summary>\n<div class=\"td-faq-content\">\n<p>\u0397 on-demand \u03c0\u03c1\u03bf\u03c3\u03c6\u03ad\u03c1\u03b5\u03b9 \u03b5\u03c5\u03b5\u03bb\u03b9\u03be\u03af\u03b1 \u03c7\u03c9\u03c1\u03af\u03c2 \u03bc\u03b5\u03b3\u03ac\u03bb\u03b7 \u03b4\u03ad\u03c3\u03bc\u03b5\u03c5\u03c3\u03b7, \u03b7 spot \u03ae preemptible \u03bc\u03b5\u03b9\u03ce\u03bd\u03b5\u03b9 \u03c4\u03b7\u03bd \u03c4\u03b9\u03bc\u03ae \u03b1\u03bb\u03bb\u03ac \u03bc\u03c0\u03bf\u03c1\u03b5\u03af \u03bd\u03b1 \u03b4\u03b9\u03b1\u03ba\u03bf\u03c0\u03b5\u03af, \u03ba\u03b1\u03b9 \u03b7 reserved \u03b5\u03be\u03b1\u03c3\u03c6\u03b1\u03bb\u03af\u03b6\u03b5\u03b9 \u03c7\u03c9\u03c1\u03b7\u03c4\u03b9\u03ba\u03cc\u03c4\u03b7\u03c4\u03b1 \u03ae \u03ad\u03ba\u03c0\u03c4\u03c9\u03c3\u03b7 \u03bc\u03b5 \u03c7\u03c1\u03bf\u03bd\u03b9\u03ba\u03ae \u03ba\u03b1\u03b9 \u03bf\u03b9\u03ba\u03bf\u03bd\u03bf\u03bc\u03b9\u03ba\u03ae \u03b4\u03ad\u03c3\u03bc\u03b5\u03c5\u03c3\u03b7.<\/p>\n<\/div>\n<\/details>\n<details class=\"td-faq-item\">\n<summary class=\"td-faq-title\">\u039c\u03c0\u03bf\u03c1\u03ce \u03bd\u03b1 \u03c3\u03c5\u03b3\u03ba\u03c1\u03af\u03bd\u03c9 \u03c4\u03b7 Groq \u03bc\u03b5 \u03c4\u03b9\u03bc\u03ae \u03b1\u03bd\u03ac GPU-\u03ce\u03c1\u03b1;<\/summary>\n<div class=\"td-faq-content\">\n<p>\u038c\u03c7\u03b9 \u03ac\u03bc\u03b5\u03c3\u03b1. \u03a4\u03bf GroqCloud \u03b5\u03af\u03bd\u03b1\u03b9 \u03ba\u03c5\u03c1\u03af\u03c9\u03c2 inference \u03c5\u03c0\u03b7\u03c1\u03b5\u03c3\u03af\u03b1 \u03c0\u03ac\u03bd\u03c9 \u03c3\u03b5 LPU \u03ba\u03b1\u03b9 \u03b4\u03b7\u03bc\u03bf\u03c3\u03b9\u03b5\u03cd\u03b5\u03b9 \u03c4\u03b9\u03bc\u03ad\u03c2 \u03b1\u03bd\u03ac token \u03ae service tier. \u0397 \u03bc\u03b5\u03bb\u03bb\u03bf\u03bd\u03c4\u03b9\u03ba\u03ae NVIDIA \u03c7\u03c9\u03c1\u03b7\u03c4\u03b9\u03ba\u03cc\u03c4\u03b7\u03c4\u03b1 \u03b4\u03b5\u03bd \u03b5\u03af\u03c7\u03b5 \u03b1\u03ba\u03cc\u03bc\u03b7 \u03c3\u03c5\u03b3\u03ba\u03c1\u03af\u03c3\u03b9\u03bc\u03b7 \u03b4\u03b7\u03bc\u03cc\u03c3\u03b9\u03b1 GPU-hour \u03c4\u03b9\u03bc\u03ae.<\/p>\n<\/div>\n<\/details>\n<details class=\"td-faq-item\">\n<summary class=\"td-faq-title\">\u03a4\u03b9 \u03c0\u03c1\u03ad\u03c0\u03b5\u03b9 \u03bd\u03b1 \u03bc\u03b5\u03c4\u03c1\u03ae\u03c3\u03b5\u03b9 \u03ad\u03bd\u03b1 proof of concept;<\/summary>\n<div class=\"td-faq-content\">\n<p>Provisioning, data loading, end-to-end \u03c7\u03c1\u03cc\u03bd\u03bf, utilization, throughput \u03ae latency, \u03b1\u03c0\u03bf\u03c4\u03c5\u03c7\u03b7\u03bc\u03ad\u03bd\u03b1 runs, checkpoint restore, support response, \u03c3\u03c5\u03bd\u03bf\u03bb\u03b9\u03ba\u03cc \u03ba\u03cc\u03c3\u03c4\u03bf\u03c2 \u03ba\u03b1\u03b9 \u03c4\u03bf \u03c0\u03bf\u03c3\u03bf\u03c3\u03c4\u03cc \u03b5\u03c1\u03b3\u03b1\u03c3\u03b9\u03ce\u03bd \u03c0\u03bf\u03c5 \u03c0\u03b5\u03c1\u03bd\u03bf\u03cd\u03bd \u03c4\u03bf \u03af\u03b4\u03b9\u03bf acceptance criterion.<\/p>\n<\/div>\n<\/details>\n<details class=\"td-faq-item\">\n<summary class=\"td-faq-title\">\u03a7\u03c1\u03b5\u03b9\u03ac\u03b6\u03b5\u03c4\u03b1\u03b9 \u03b4\u03b5\u03cd\u03c4\u03b5\u03c1\u03bf\u03c2 GPU provider;<\/summary>\n<div class=\"td-faq-content\">\n<p>\u0393\u03b9\u03b1 \u03ba\u03c1\u03af\u03c3\u03b9\u03bc\u03b1 workloads \u03bc\u03c0\u03bf\u03c1\u03b5\u03af \u03bd\u03b1 \u03bc\u03b5\u03b9\u03ce\u03c3\u03b5\u03b9 capacity risk \u03ba\u03b1\u03b9 vendor lock-in, \u03b1\u03bb\u03bb\u03ac \u03bc\u03cc\u03bd\u03bf \u03b1\u03bd \u03ad\u03c7\u03bf\u03c5\u03bd \u03b4\u03bf\u03ba\u03b9\u03bc\u03b1\u03c3\u03c4\u03b5\u03af containers, \u03b4\u03b5\u03b4\u03bf\u03bc\u03ad\u03bd\u03b1, IAM, observability \u03ba\u03b1\u03b9 failover. \u0394\u03b9\u03b1\u03c6\u03bf\u03c1\u03b5\u03c4\u03b9\u03ba\u03ac \u03b1\u03c5\u03be\u03ac\u03bd\u03b5\u03b9 \u03c4\u03b7\u03bd \u03c0\u03bf\u03bb\u03c5\u03c0\u03bb\u03bf\u03ba\u03cc\u03c4\u03b7\u03c4\u03b1 \u03c7\u03c9\u03c1\u03af\u03c2 \u03c0\u03c1\u03b1\u03b3\u03bc\u03b1\u03c4\u03b9\u03ba\u03ae \u03b1\u03bd\u03b8\u03b5\u03ba\u03c4\u03b9\u03ba\u03cc\u03c4\u03b7\u03c4\u03b1.<\/p>\n<\/div>\n<\/details>\n<details class=\"td-faq-item\">\n<summary class=\"td-faq-title\">\u03a0\u03bf\u03b9\u03bf \u03c3\u03c4\u03bf\u03b9\u03c7\u03b5\u03af\u03bf \u03c0\u03c1\u03ad\u03c0\u03b5\u03b9 \u03bd\u03b1 \u03b6\u03b7\u03c4\u03ae\u03c3\u03b5\u03b9 \u03ad\u03bd\u03b1\u03c2 buyer \u03b5\u03ba\u03c4\u03cc\u03c2 \u03b1\u03c0\u03cc \u03c4\u03b7\u03bd \u03c4\u03b9\u03bc\u03ae;<\/summary>\n<div class=\"td-faq-content\">\n<p>\u0393\u03c1\u03b1\u03c0\u03c4\u03ae \u03b4\u03b9\u03b1\u03b8\u03b5\u03c3\u03b9\u03bc\u03cc\u03c4\u03b7\u03c4\u03b1 \u03b3\u03b9\u03b1 \u03c4\u03bf \u03c3\u03c5\u03b3\u03ba\u03b5\u03ba\u03c1\u03b9\u03bc\u03ad\u03bd\u03bf accelerator, benchmark \u03c3\u03c4\u03bf \u03c0\u03c1\u03b1\u03b3\u03bc\u03b1\u03c4\u03b9\u03ba\u03cc workload, interconnect, storage, SLA, support, \u03cc\u03c1\u03bf\u03c5\u03c2 \u03b4\u03ad\u03c3\u03bc\u03b5\u03c5\u03c3\u03b7\u03c2 \u03ba\u03b1\u03b9 \u03b4\u03bf\u03ba\u03b9\u03bc\u03b1\u03c3\u03bc\u03ad\u03bd\u03bf \u03c3\u03c7\u03ad\u03b4\u03b9\u03bf \u03b5\u03be\u03b1\u03b3\u03c9\u03b3\u03ae\u03c2 \u03b4\u03b5\u03b4\u03bf\u03bc\u03ad\u03bd\u03c9\u03bd, containers \u03ba\u03b1\u03b9 checkpoints.<\/p>\n<\/div>\n<\/details>\n<\/div>\n<\/section>\n<div class=\"td-source-list\">\n<p id=\"piges\" class=\"td-source-list-title\">Sources<\/p>\n<ul>\n<li><a href=\"https:\/\/www.marktechpost.com\/2026\/08\/23\/best-gpu-neoclouds-2026\/\" target=\"_blank\" rel=\"noopener\">MarkTechPost \u2014 \u03a3\u03c5\u03b3\u03ba\u03c1\u03b9\u03c4\u03b9\u03ba\u03cc \u03c3\u03c4\u03b9\u03b3\u03bc\u03b9\u03cc\u03c4\u03c5\u03c0\u03bf \u03c4\u03b9\u03bc\u03ce\u03bd \u03ba\u03b1\u03b9 \u03bc\u03bf\u03bd\u03c4\u03ad\u03bb\u03c9\u03bd GPU neocloud \u03c3\u03c4\u03b9\u03c2 21 \u0391\u03c5\u03b3\u03bf\u03cd\u03c3\u03c4\u03bf\u03c5 2026<\/a><\/li>\n<li><a href=\"https:\/\/coreweave.com\/pricing\" target=\"_blank\" rel=\"noopener\">CoreWeave \u2014 \u0394\u03b7\u03bc\u03cc\u03c3\u03b9\u03b5\u03c2 \u03c4\u03b9\u03bc\u03ad\u03c2 GPU, spot, storage, networking \u03ba\u03b1\u03b9 committed-use \u03ad\u03ba\u03c0\u03c4\u03c9\u03c3\u03b7<\/a><\/li>\n<li><a href=\"https:\/\/www.sec.gov\/Archives\/edgar\/data\/1769628\/000176962826000362\/coreweave2q26earningspress.htm\" target=\"_blank\" rel=\"noopener\">CoreWeave \/ SEC \u2014 \u039f\u03b9\u03ba\u03bf\u03bd\u03bf\u03bc\u03b9\u03ba\u03ac \u03b1\u03c0\u03bf\u03c4\u03b5\u03bb\u03ad\u03c3\u03bc\u03b1\u03c4\u03b1 \u03b4\u03b5\u03cd\u03c4\u03b5\u03c1\u03bf\u03c5 \u03c4\u03c1\u03b9\u03bc\u03ae\u03bd\u03bf\u03c5 2026 \u03ba\u03b1\u03b9 revenue backlog<\/a><\/li>\n<li><a href=\"https:\/\/www.coreweave.com\/ai-data-centers\" target=\"_blank\" rel=\"noopener\">CoreWeave \u2014 \u0395\u03bd\u03b5\u03c1\u03b3\u03ae \u03ba\u03b1\u03b9 \u03c3\u03c5\u03bc\u03b2\u03b1\u03c3\u03b9\u03bf\u03c0\u03bf\u03b9\u03b7\u03bc\u03ad\u03bd\u03b7 \u03b9\u03c3\u03c7\u03cd\u03c2 \u03ba\u03b1\u03b9 \u03b1\u03c1\u03b9\u03b8\u03bc\u03cc\u03c2 data centers<\/a><\/li>\n<li><a href=\"https:\/\/nebius.com\/prices\" target=\"_blank\" rel=\"noopener\">Nebius \u2014 \u0394\u03b7\u03bc\u03cc\u03c3\u03b9\u03b5\u03c2 on-demand \u03ba\u03b1\u03b9 preemptible \u03c4\u03b9\u03bc\u03ad\u03c2 GPU \u03ba\u03b1\u03b9 \u03c0\u03bf\u03bb\u03b9\u03c4\u03b9\u03ba\u03ae egress<\/a><\/li>\n<li><a href=\"https:\/\/www.sec.gov\/Archives\/edgar\/data\/1513845\/000110465926094568\/tm2622968d1_ex99-2.htm\" target=\"_blank\" rel=\"noopener\">Nebius Group \u2014 \u0395\u03c0\u03b9\u03c3\u03c4\u03bf\u03bb\u03ae \u03bc\u03b5\u03c4\u03cc\u03c7\u03c9\u03bd \u03b4\u03b5\u03cd\u03c4\u03b5\u03c1\u03bf\u03c5 \u03c4\u03c1\u03b9\u03bc\u03ae\u03bd\u03bf\u03c5 2026 \u03b3\u03b9\u03b1 \u03ad\u03c3\u03bf\u03b4\u03b1, \u03c3\u03c5\u03bc\u03b2\u03cc\u03bb\u03b1\u03b9\u03b1 \u03ba\u03b1\u03b9 \u03c3\u03c4\u03cc\u03c7\u03bf \u03b9\u03c3\u03c7\u03cd\u03bf\u03c2<\/a><\/li>\n<li><a href=\"https:\/\/www.sec.gov\/Archives\/edgar\/data\/1513845\/000110465926027886\/tm268879d1_6k.htm\" target=\"_blank\" rel=\"noopener\">SEC Form 6-K \u2014 \u0397 \u03b4\u03bf\u03bc\u03ae \u03ba\u03b1\u03b9 \u03bf\u03b9 \u03c0\u03b5\u03bd\u03c4\u03b1\u03b5\u03c4\u03b5\u03af\u03c2 \u03c0\u03b1\u03c1\u03b1\u03b3\u03b3\u03b5\u03bb\u03af\u03b5\u03c2 \u03c4\u03b7\u03c2 \u03c3\u03c5\u03bc\u03c6\u03c9\u03bd\u03af\u03b1\u03c2 Nebius\u2013Meta<\/a><\/li>\n<li><a href=\"https:\/\/lambda.ai\/1-click-clusters\" target=\"_blank\" rel=\"noopener\">Lambda \u2014 \u039c\u03b5\u03b3\u03ad\u03b8\u03b7, \u03b4\u03b9\u03ac\u03c1\u03ba\u03b5\u03b9\u03b1 \u03ba\u03b1\u03b9 \u03c4\u03b9\u03bc\u03ad\u03c2 \u03c4\u03c9\u03bd 1-Click Clusters H100 \u03ba\u03b1\u03b9 B200<\/a><\/li>\n<li><a href=\"https:\/\/www.crusoe.ai\/cloud\/pricing\" target=\"_blank\" rel=\"noopener\">Crusoe \u2014 \u0394\u03b7\u03bc\u03cc\u03c3\u03b9\u03b5\u03c2 \u03c4\u03b9\u03bc\u03ad\u03c2 NVIDIA \u03ba\u03b1\u03b9 AMD GPU \u03ba\u03b1\u03b9 \u03c0\u03bf\u03bb\u03b9\u03c4\u03b9\u03ba\u03ae network transfer<\/a><\/li>\n<li><a href=\"https:\/\/www.crusoe.ai\/resources\/newsroom\/crusoes-contracted-ai-infrastructure-capacity-approaches-5-gigawatts-across-data-centers-and-cloud\" target=\"_blank\" rel=\"noopener\">Crusoe \u2014 \u03a3\u03c5\u03bc\u03b2\u03b1\u03c3\u03b9\u03bf\u03c0\u03bf\u03b9\u03b7\u03bc\u03ad\u03bd\u03b7 \u03b9\u03c3\u03c7\u03cd\u03c2, development pipeline \u03ba\u03b1\u03b9 \u03ba\u03b1\u03c4\u03ac\u03c3\u03c4\u03b1\u03c3\u03b7 campuses<\/a><\/li>\n<li><a href=\"https:\/\/console.groq.com\/docs\/models\" target=\"_blank\" rel=\"noopener\">Groq \u2014 \u0394\u03b9\u03b1\u03b8\u03ad\u03c3\u03b9\u03bc\u03b1 inference models, \u03c4\u03b1\u03c7\u03cd\u03c4\u03b7\u03c4\u03b1 \u03ba\u03b1\u03b9 \u03c4\u03b9\u03bc\u03bf\u03bb\u03cc\u03b3\u03b7\u03c3\u03b7 \u03b1\u03bd\u03ac token<\/a><\/li>\n<li><a href=\"https:\/\/groq.com\/newsroom\/groq-raises-usd650m-to-scale-its-ai-inference-cloud-business\" target=\"_blank\" rel=\"noopener\">Groq \u2014 \u0391\u03c1\u03b9\u03b8\u03bc\u03cc\u03c2 data centers \u03ba\u03b1\u03b9 \u03c3\u03c4\u03cc\u03c7\u03bf\u03c2 \u03ba\u03bb\u03b9\u03bc\u03ac\u03ba\u03c9\u03c3\u03b7\u03c2 \u03c5\u03c0\u03bf\u03b4\u03bf\u03bc\u03ae\u03c2 \u03ad\u03c9\u03c2 \u03c4\u03bf 2027<\/a><\/li>\n<li><a href=\"https:\/\/groq.com\/newsroom\/groq-becomes-an-nvidia-cloud-partner\" target=\"_blank\" rel=\"noopener\">Groq \u2014 NVIDIA Cloud Partner status \u03ba\u03b1\u03b9 \u03bc\u03b5\u03bb\u03bb\u03bf\u03bd\u03c4\u03b9\u03ba\u03ae NVIDIA accelerated computing \u03c7\u03c9\u03c1\u03b7\u03c4\u03b9\u03ba\u03cc\u03c4\u03b7\u03c4\u03b1<\/a><\/li>\n<li><a href=\"https:\/\/nvidianews.nvidia.com\/news\/rubin-platform-ai-supercomputer\" target=\"_blank\" rel=\"noopener\">NVIDIA \u2014 \u0394\u03b9\u03b1\u03b8\u03b5\u03c3\u03b9\u03bc\u03cc\u03c4\u03b7\u03c4\u03b1 \u03ba\u03b1\u03b9 \u03c0\u03c1\u03ce\u03c4\u03bf\u03b9 cloud providers \u03c4\u03b7\u03c2 \u03c0\u03bb\u03b1\u03c4\u03c6\u03cc\u03c1\u03bc\u03b1\u03c2 Vera Rubin<\/a><\/li>\n<\/ul>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>\u03a4\u03b1 GPU neoclouds \u03b4\u03b5\u03bd \u03c3\u03c5\u03b3\u03ba\u03c1\u03af\u03bd\u03bf\u03bd\u03c4\u03b1\u03b9 \u03bc\u03cc\u03bd\u03bf \u03c3\u03c4\u03b7\u03bd \u03c4\u03b9\u03bc\u03ae \u03b1\u03bd\u03ac \u03ce\u03c1\u03b1. \u0394\u03b5\u03af\u03c4\u03b5 workload, clusters, \u03b9\u03c3\u03c7\u03cd, SLA, \u03c3\u03c5\u03bc\u03b2\u03cc\u03bb\u03b1\u03b9\u03b1 \u03ba\u03b1\u03b9 \u03c0\u03c1\u03b1\u03b3\u03bc\u03b1\u03c4\u03b9\u03ba\u03cc \u03ba\u03cc\u03c3\u03c4\u03bf\u03c2 \u03c0\u03c1\u03b9\u03bd \u03b1\u03c0\u03cc \u03c4\u03b7\u03bd \u03b5\u03c0\u03b9\u03bb\u03bf\u03b3\u03ae provider.<\/p>","protected":false},"author":1,"featured_media":97846,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"_gspb_post_css":"","content-type":"","footnotes":""},"categories":[199],"tags":[8988,6810,20433,20432,20434],"class_list":["post-97159","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-techniti-noimosyni","tag-ai-infrastructure","tag-cloud-computing","tag-coreweave","tag-gpu-cloud","tag-nebius"],"blocksy_meta":{"styles_descriptor":{"styles":{"desktop":"","tablet":"","mobile":""},"google_fonts":[],"version":8}},"_links":{"self":[{"href":"https:\/\/twodots.gr\/en\/wp-json\/wp\/v2\/posts\/97159","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/twodots.gr\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/twodots.gr\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/twodots.gr\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/twodots.gr\/en\/wp-json\/wp\/v2\/comments?post=97159"}],"version-history":[{"count":1,"href":"https:\/\/twodots.gr\/en\/wp-json\/wp\/v2\/posts\/97159\/revisions"}],"predecessor-version":[{"id":97847,"href":"https:\/\/twodots.gr\/en\/wp-json\/wp\/v2\/posts\/97159\/revisions\/97847"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/twodots.gr\/en\/wp-json\/wp\/v2\/media\/97846"}],"wp:attachment":[{"href":"https:\/\/twodots.gr\/en\/wp-json\/wp\/v2\/media?parent=97159"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/twodots.gr\/en\/wp-json\/wp\/v2\/categories?post=97159"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/twodots.gr\/en\/wp-json\/wp\/v2\/tags?post=97159"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}