{"edition":"2026-W40","date":"2026-09-28","releve":"2026-09-30","regle":"Le mieux noté parmi les modèles mesurés dans la tâche dont la version allégée à 4 bits tient dans la mémoire utile de la machine ; un score provisoire est signalé.","paliers":[{"id":"carte_graphique_8_go","famille":"carte_graphique","nom":"Carte graphique 8 Go","memoire_go":8,"utile_go":6,"regle":"mémoire vidéo moins 2 Go","machines":["geforce-rtx-5060-ti-8go","geforce-rtx-5060","geforce-rtx-5050","radeon-rx-9060-xt-8go"],"meilleur":{"general":{"id":"qwen3-5-4b","nom":"Qwen3.5-4B","score":63.1,"provisoire":true,"version":"allegee_8_bits","memoire_go":5.6},"code":{"id":"qwen3-8b","nom":"Qwen3-8B","score":52.9,"provisoire":true,"version":"allegee_4_bits","memoire_go":5.5},"raisonnement":{"id":"qwen3-4b","nom":"Qwen3-4B","score":53.4,"provisoire":true,"version":"allegee_8_bits","memoire_go":4.9},"agents":{"id":"llama-3-1-8b","nom":"Llama 3.1-8B","score":31.5,"provisoire":true,"version":"allegee_4_bits","memoire_go":5.5},"usage":{"id":"molmo-2-8b","nom":"Molmo 2 8B","score":51.3,"provisoire":false,"version":"allegee_4_bits","memoire_go":6},"francais":{"id":"lfm-2-8b-a1b","nom":"LFM 2 8B A1B","score":62.8,"provisoire":true,"version":"allegee_4_bits","memoire_go":5.5},"ecriture":{"id":"gemma-3n-e4b","nom":"Gemma 3n E4B","score":51.8,"provisoire":false,"version":"allegee_4_bits","memoire_go":5.5},"maths":{"id":"qwen3-5-4b","nom":"Qwen3.5-4B","score":63.8,"provisoire":true,"version":"allegee_8_bits","memoire_go":5.6},"sciences":{"id":"qwen3-8b","nom":"Qwen3-8B","score":57.3,"provisoire":true,"version":"allegee_4_bits","memoire_go":5.5},"vision":{"id":"molmo-2-8b","nom":"Molmo 2 8B","score":50.3,"provisoire":true,"version":"allegee_4_bits","memoire_go":6},"web":{"id":"granite-4-1-8b","nom":"Granite 4.1 8B","score":60.5,"provisoire":false,"version":"allegee_4_bits","memoire_go":5.5}}},{"id":"pc_portable_rtx_8_go","famille":"pc_portable_rtx","nom":"PC portable GeForce RTX 8 Go","memoire_go":8,"utile_go":6,"regle":"mémoire vidéo moins 2 Go","machines":["pc-portable-geforce-rtx-5070","pc-portable-geforce-rtx-5060","pc-portable-geforce-rtx-5050"],"meilleur":{"general":{"id":"qwen3-5-4b","nom":"Qwen3.5-4B","score":63.1,"provisoire":true,"version":"allegee_8_bits","memoire_go":5.6},"code":{"id":"qwen3-8b","nom":"Qwen3-8B","score":52.9,"provisoire":true,"version":"allegee_4_bits","memoire_go":5.5},"raisonnement":{"id":"qwen3-4b","nom":"Qwen3-4B","score":53.4,"provisoire":true,"version":"allegee_8_bits","memoire_go":4.9},"agents":{"id":"llama-3-1-8b","nom":"Llama 3.1-8B","score":31.5,"provisoire":true,"version":"allegee_4_bits","memoire_go":5.5},"usage":{"id":"molmo-2-8b","nom":"Molmo 2 8B","score":51.3,"provisoire":false,"version":"allegee_4_bits","memoire_go":6},"francais":{"id":"lfm-2-8b-a1b","nom":"LFM 2 8B A1B","score":62.8,"provisoire":true,"version":"allegee_4_bits","memoire_go":5.5},"ecriture":{"id":"gemma-3n-e4b","nom":"Gemma 3n E4B","score":51.8,"provisoire":false,"version":"allegee_4_bits","memoire_go":5.5},"maths":{"id":"qwen3-5-4b","nom":"Qwen3.5-4B","score":63.8,"provisoire":true,"version":"allegee_8_bits","memoire_go":5.6},"sciences":{"id":"qwen3-8b","nom":"Qwen3-8B","score":57.3,"provisoire":true,"version":"allegee_4_bits","memoire_go":5.5},"vision":{"id":"molmo-2-8b","nom":"Molmo 2 8B","score":50.3,"provisoire":true,"version":"allegee_4_bits","memoire_go":6},"web":{"id":"granite-4-1-8b","nom":"Granite 4.1 8B","score":60.5,"provisoire":false,"version":"allegee_4_bits","memoire_go":5.5}}},{"id":"carte_graphique_10_go","famille":"carte_graphique","nom":"Carte graphique 10 Go","memoire_go":10,"utile_go":8,"regle":"mémoire vidéo moins 2 Go","machines":["intel-arc-b570"],"meilleur":{"general":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":65.7,"provisoire":false,"version":"allegee_4_bits","memoire_go":6.7},"code":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":59.9,"provisoire":true,"version":"allegee_4_bits","memoire_go":6.7},"raisonnement":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":64.9,"provisoire":true,"version":"allegee_4_bits","memoire_go":6.7},"agents":{"id":"llama-3-1-8b","nom":"Llama 3.1-8B","score":31.5,"provisoire":true,"version":"allegee_4_bits","memoire_go":5.5},"usage":{"id":"molmo-2-8b","nom":"Molmo 2 8B","score":51.3,"provisoire":false,"version":"allegee_4_bits","memoire_go":6},"francais":{"id":"lfm-2-8b-a1b","nom":"LFM 2 8B A1B","score":62.8,"provisoire":true,"version":"allegee_4_bits","memoire_go":5.5},"ecriture":{"id":"gemma-3n-e4b","nom":"Gemma 3n E4B","score":51.8,"provisoire":false,"version":"allegee_4_bits","memoire_go":5.5},"maths":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":65.7,"provisoire":true,"version":"allegee_4_bits","memoire_go":6.7},"sciences":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":70.9,"provisoire":true,"version":"allegee_4_bits","memoire_go":6.7},"vision":{"id":"molmo-2-8b","nom":"Molmo 2 8B","score":50.3,"provisoire":true,"version":"allegee_4_bits","memoire_go":6},"web":{"id":"granite-4-1-8b","nom":"Granite 4.1 8B","score":60.5,"provisoire":false,"version":"allegee_4_bits","memoire_go":5.5}}},{"id":"carte_graphique_12_go","famille":"carte_graphique","nom":"Carte graphique 12 Go","memoire_go":12,"utile_go":10,"regle":"mémoire vidéo moins 2 Go","machines":["geforce-rtx-5070","radeon-rx-9070-gre","intel-arc-b580"],"meilleur":{"general":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":65.7,"provisoire":false,"version":"allegee_4_bits","memoire_go":6.7},"code":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":59.9,"provisoire":true,"version":"allegee_4_bits","memoire_go":6.7},"raisonnement":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":64.9,"provisoire":true,"version":"allegee_4_bits","memoire_go":6.7},"agents":{"id":"phi-4","nom":"Phi-4","score":40.3,"provisoire":true,"version":"allegee_4_bits","memoire_go":9.7},"usage":{"id":"gemma-3-12b","nom":"Gemma 3 12B","score":51.8,"provisoire":false,"version":"allegee_4_bits","memoire_go":8.3},"francais":{"id":"ministral-3-14b","nom":"Ministral 3 14B","score":64.6,"provisoire":false,"version":"allegee_4_bits","memoire_go":9.7},"ecriture":{"id":"gemma-3-12b","nom":"Gemma 3 12B","score":54.4,"provisoire":false,"version":"allegee_4_bits","memoire_go":8.3},"maths":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":65.7,"provisoire":true,"version":"allegee_4_bits","memoire_go":6.7},"sciences":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":70.9,"provisoire":true,"version":"allegee_4_bits","memoire_go":6.7},"vision":{"id":"molmo-2-8b","nom":"Molmo 2 8B","score":50.3,"provisoire":true,"version":"allegee_4_bits","memoire_go":6},"web":{"id":"granite-4-1-8b","nom":"Granite 4.1 8B","score":60.5,"provisoire":false,"version":"allegee_8_bits","memoire_go":9.7}}},{"id":"pc_portable_rtx_12_go","famille":"pc_portable_rtx","nom":"PC portable GeForce RTX 12 Go","memoire_go":12,"utile_go":10,"regle":"mémoire vidéo moins 2 Go","machines":["pc-portable-geforce-rtx-5070-ti"],"meilleur":{"general":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":65.7,"provisoire":false,"version":"allegee_4_bits","memoire_go":6.7},"code":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":59.9,"provisoire":true,"version":"allegee_4_bits","memoire_go":6.7},"raisonnement":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":64.9,"provisoire":true,"version":"allegee_4_bits","memoire_go":6.7},"agents":{"id":"phi-4","nom":"Phi-4","score":40.3,"provisoire":true,"version":"allegee_4_bits","memoire_go":9.7},"usage":{"id":"gemma-3-12b","nom":"Gemma 3 12B","score":51.8,"provisoire":false,"version":"allegee_4_bits","memoire_go":8.3},"francais":{"id":"ministral-3-14b","nom":"Ministral 3 14B","score":64.6,"provisoire":false,"version":"allegee_4_bits","memoire_go":9.7},"ecriture":{"id":"gemma-3-12b","nom":"Gemma 3 12B","score":54.4,"provisoire":false,"version":"allegee_4_bits","memoire_go":8.3},"maths":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":65.7,"provisoire":true,"version":"allegee_4_bits","memoire_go":6.7},"sciences":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":70.9,"provisoire":true,"version":"allegee_4_bits","memoire_go":6.7},"vision":{"id":"molmo-2-8b","nom":"Molmo 2 8B","score":50.3,"provisoire":true,"version":"allegee_4_bits","memoire_go":6},"web":{"id":"granite-4-1-8b","nom":"Granite 4.1 8B","score":60.5,"provisoire":false,"version":"allegee_8_bits","memoire_go":9.7}}},{"id":"portable_16_go","famille":"generique","nom":"PC portable 16 Go","memoire_go":16,"utile_go":11,"regle":"11 Go sur 16","machines":["pc-portable-16-go"],"meilleur":{"general":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":65.7,"provisoire":false,"version":"allegee_4_bits","memoire_go":6.7},"code":{"id":"qwen3-14b","nom":"Qwen3-14B","score":61.8,"provisoire":true,"version":"allegee_4_bits","memoire_go":10.2},"raisonnement":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":64.9,"provisoire":true,"version":"allegee_4_bits","memoire_go":6.7},"agents":{"id":"phi-4","nom":"Phi-4","score":40.3,"provisoire":true,"version":"allegee_4_bits","memoire_go":9.7},"usage":{"id":"gemma-3-12b","nom":"Gemma 3 12B","score":51.8,"provisoire":false,"version":"allegee_4_bits","memoire_go":8.3},"francais":{"id":"ministral-3-14b","nom":"Ministral 3 14B","score":64.6,"provisoire":false,"version":"allegee_4_bits","memoire_go":9.7},"ecriture":{"id":"gemma-3-12b","nom":"Gemma 3 12B","score":54.4,"provisoire":false,"version":"allegee_4_bits","memoire_go":8.3},"maths":{"id":"qwen3-14b","nom":"Qwen3-14B","score":67,"provisoire":true,"version":"allegee_4_bits","memoire_go":10.2},"sciences":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":70.9,"provisoire":true,"version":"allegee_4_bits","memoire_go":6.7},"vision":{"id":"molmo-2-8b","nom":"Molmo 2 8B","score":50.3,"provisoire":true,"version":"allegee_8_bits","memoire_go":10.5},"web":{"id":"granite-4-1-8b","nom":"Granite 4.1 8B","score":60.5,"provisoire":false,"version":"allegee_8_bits","memoire_go":9.7}}},{"id":"pc_portable_snapdragon_48_go","famille":"pc_portable_snapdragon","nom":"PC portable Snapdragon X2 48 Go","memoire_go":48,"utile_go":11,"regle":"11 Go, le compte d'un PC portable sans carte graphique","machines":["asus-zenbook-a16-2026-snapdragon-x2-48go"],"meilleur":{"general":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":65.7,"provisoire":false,"version":"allegee_4_bits","memoire_go":6.7},"code":{"id":"qwen3-14b","nom":"Qwen3-14B","score":61.8,"provisoire":true,"version":"allegee_4_bits","memoire_go":10.2},"raisonnement":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":64.9,"provisoire":true,"version":"allegee_4_bits","memoire_go":6.7},"agents":{"id":"phi-4","nom":"Phi-4","score":40.3,"provisoire":true,"version":"allegee_4_bits","memoire_go":9.7},"usage":{"id":"gemma-3-12b","nom":"Gemma 3 12B","score":51.8,"provisoire":false,"version":"allegee_4_bits","memoire_go":8.3},"francais":{"id":"ministral-3-14b","nom":"Ministral 3 14B","score":64.6,"provisoire":false,"version":"allegee_4_bits","memoire_go":9.7},"ecriture":{"id":"gemma-3-12b","nom":"Gemma 3 12B","score":54.4,"provisoire":false,"version":"allegee_4_bits","memoire_go":8.3},"maths":{"id":"qwen3-14b","nom":"Qwen3-14B","score":67,"provisoire":true,"version":"allegee_4_bits","memoire_go":10.2},"sciences":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":70.9,"provisoire":true,"version":"allegee_4_bits","memoire_go":6.7},"vision":{"id":"molmo-2-8b","nom":"Molmo 2 8B","score":50.3,"provisoire":true,"version":"allegee_8_bits","memoire_go":10.5},"web":{"id":"granite-4-1-8b","nom":"Granite 4.1 8B","score":60.5,"provisoire":false,"version":"allegee_8_bits","memoire_go":9.7}}},{"id":"mac_16_go","famille":"mac","nom":"Mac 16 Go","memoire_go":16,"utile_go":11.8,"regle":"74 % de la mémoire unifiée","machines":["mac-mini-m6-16go","macbook-air-m5","macbook-pro-m5"],"meilleur":{"general":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":65.7,"provisoire":false,"version":"allegee_8_bits","memoire_go":11.7},"code":{"id":"qwen3-14b","nom":"Qwen3-14B","score":61.8,"provisoire":true,"version":"allegee_4_bits","memoire_go":10.2},"raisonnement":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":64.9,"provisoire":true,"version":"allegee_8_bits","memoire_go":11.7},"agents":{"id":"phi-4","nom":"Phi-4","score":40.3,"provisoire":true,"version":"allegee_4_bits","memoire_go":9.7},"usage":{"id":"gemma-3-12b","nom":"Gemma 3 12B","score":51.8,"provisoire":false,"version":"allegee_4_bits","memoire_go":8.3},"francais":{"id":"ministral-3-14b","nom":"Ministral 3 14B","score":64.6,"provisoire":false,"version":"allegee_4_bits","memoire_go":9.7},"ecriture":{"id":"gemma-3-12b","nom":"Gemma 3 12B","score":54.4,"provisoire":false,"version":"allegee_4_bits","memoire_go":8.3},"maths":{"id":"qwen3-14b","nom":"Qwen3-14B","score":67,"provisoire":true,"version":"allegee_4_bits","memoire_go":10.2},"sciences":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":70.9,"provisoire":true,"version":"allegee_8_bits","memoire_go":11.7},"vision":{"id":"molmo-2-8b","nom":"Molmo 2 8B","score":50.3,"provisoire":true,"version":"allegee_8_bits","memoire_go":10.5},"web":{"id":"granite-4-1-8b","nom":"Granite 4.1 8B","score":60.5,"provisoire":false,"version":"allegee_8_bits","memoire_go":9.7}}},{"id":"carte_graphique_16_go","famille":"carte_graphique","nom":"Carte graphique 16 Go","memoire_go":16,"utile_go":14,"regle":"mémoire vidéo moins 2 Go","machines":["geforce-rtx-5080","geforce-rtx-5070-ti","geforce-rtx-5060-ti-16go","radeon-rx-9070-xt","radeon-rx-9070","radeon-rx-9060-xt-16go","intel-arc-pro-b50"],"meilleur":{"general":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":65.7,"provisoire":false,"version":"allegee_8_bits","memoire_go":11.7},"code":{"id":"qwen3-14b","nom":"Qwen3-14B","score":61.8,"provisoire":true,"version":"allegee_4_bits","memoire_go":10.2},"raisonnement":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":64.9,"provisoire":true,"version":"allegee_8_bits","memoire_go":11.7},"agents":{"id":"phi-4","nom":"Phi-4","score":40.3,"provisoire":true,"version":"allegee_4_bits","memoire_go":9.7},"usage":{"id":"gemma-3-12b","nom":"Gemma 3 12B","score":51.8,"provisoire":false,"version":"allegee_4_bits","memoire_go":8.3},"francais":{"id":"ministral-3-14b","nom":"Ministral 3 14B","score":64.6,"provisoire":false,"version":"allegee_4_bits","memoire_go":9.7},"ecriture":{"id":"gemma-3-12b","nom":"Gemma 3 12B","score":54.4,"provisoire":false,"version":"allegee_4_bits","memoire_go":8.3},"maths":{"id":"qwen3-14b","nom":"Qwen3-14B","score":67,"provisoire":true,"version":"allegee_4_bits","memoire_go":10.2},"sciences":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":70.9,"provisoire":true,"version":"allegee_8_bits","memoire_go":11.7},"vision":{"id":"molmo-2-8b","nom":"Molmo 2 8B","score":50.3,"provisoire":true,"version":"allegee_8_bits","memoire_go":10.5},"web":{"id":"granite-4-1-8b","nom":"Granite 4.1 8B","score":60.5,"provisoire":false,"version":"allegee_8_bits","memoire_go":9.7}}},{"id":"pc_portable_rtx_16_go","famille":"pc_portable_rtx","nom":"PC portable GeForce RTX 16 Go","memoire_go":16,"utile_go":14,"regle":"mémoire vidéo moins 2 Go","machines":["pc-portable-geforce-rtx-5080"],"meilleur":{"general":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":65.7,"provisoire":false,"version":"allegee_8_bits","memoire_go":11.7},"code":{"id":"qwen3-14b","nom":"Qwen3-14B","score":61.8,"provisoire":true,"version":"allegee_4_bits","memoire_go":10.2},"raisonnement":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":64.9,"provisoire":true,"version":"allegee_8_bits","memoire_go":11.7},"agents":{"id":"phi-4","nom":"Phi-4","score":40.3,"provisoire":true,"version":"allegee_4_bits","memoire_go":9.7},"usage":{"id":"gemma-3-12b","nom":"Gemma 3 12B","score":51.8,"provisoire":false,"version":"allegee_4_bits","memoire_go":8.3},"francais":{"id":"ministral-3-14b","nom":"Ministral 3 14B","score":64.6,"provisoire":false,"version":"allegee_4_bits","memoire_go":9.7},"ecriture":{"id":"gemma-3-12b","nom":"Gemma 3 12B","score":54.4,"provisoire":false,"version":"allegee_4_bits","memoire_go":8.3},"maths":{"id":"qwen3-14b","nom":"Qwen3-14B","score":67,"provisoire":true,"version":"allegee_4_bits","memoire_go":10.2},"sciences":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":70.9,"provisoire":true,"version":"allegee_8_bits","memoire_go":11.7},"vision":{"id":"molmo-2-8b","nom":"Molmo 2 8B","score":50.3,"provisoire":true,"version":"allegee_8_bits","memoire_go":10.5},"web":{"id":"granite-4-1-8b","nom":"Granite 4.1 8B","score":60.5,"provisoire":false,"version":"allegee_8_bits","memoire_go":9.7}}},{"id":"mac_24_go","famille":"mac","nom":"Mac 24 Go","memoire_go":24,"utile_go":17.8,"regle":"74 % de la mémoire unifiée","machines":["mac-mini-m6-24go","mac-mini-m5-pro-24go","macbook-pro-m5-pro"],"meilleur":{"general":{"id":"voxtral-small","nom":"Voxtral Small","score":68.8,"provisoire":true,"version":"allegee_4_bits","memoire_go":16.6},"code":{"id":"qwen3-14b","nom":"Qwen3-14B","score":61.8,"provisoire":true,"version":"allegee_8_bits","memoire_go":17.8},"raisonnement":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":64.9,"provisoire":true,"version":"allegee_8_bits","memoire_go":11.7},"agents":{"id":"phi-4","nom":"Phi-4","score":40.3,"provisoire":true,"version":"allegee_8_bits","memoire_go":16.9},"usage":{"id":"mistral-small-3-2","nom":"Mistral Small 3.2","score":57.6,"provisoire":false,"version":"allegee_4_bits","memoire_go":16.6},"francais":{"id":"voxtral-small","nom":"Voxtral Small","score":69.1,"provisoire":false,"version":"allegee_4_bits","memoire_go":16.6},"ecriture":{"id":"mistral-small-3-2","nom":"Mistral Small 3.2","score":57.6,"provisoire":false,"version":"allegee_4_bits","memoire_go":16.6},"maths":{"id":"qwen3-14b","nom":"Qwen3-14B","score":67,"provisoire":true,"version":"allegee_8_bits","memoire_go":17.8},"sciences":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":70.9,"provisoire":true,"version":"allegee_8_bits","memoire_go":11.7},"vision":{"id":"mistral-small-3-2","nom":"Mistral Small 3.2","score":55.8,"provisoire":true,"version":"allegee_4_bits","memoire_go":16.6},"web":{"id":"granite-4-1-8b","nom":"Granite 4.1 8B","score":60.5,"provisoire":false,"version":"allegee_8_bits","memoire_go":9.7}}},{"id":"pc_portable_intel_32_go","famille":"pc_portable_intel","nom":"PC portable Intel Core Ultra 32 Go","memoire_go":32,"utile_go":18.2,"regle":"57 % de la mémoire, la part qu'Intel donne par défaut au processeur graphique intégré","machines":["samsung-galaxy-book6-pro-16"],"meilleur":{"general":{"id":"gemma-4-26b-a4b","nom":"Gemma 4 26B A4B","score":72.7,"provisoire":false,"version":"allegee_4_bits","memoire_go":17.9},"code":{"id":"gemma-4-26b-a4b","nom":"Gemma 4 26B A4B","score":68.3,"provisoire":true,"version":"allegee_4_bits","memoire_go":17.9},"raisonnement":{"id":"gemma-4-26b-a4b","nom":"Gemma 4 26B A4B","score":68.3,"provisoire":true,"version":"allegee_4_bits","memoire_go":17.9},"agents":{"id":"phi-4","nom":"Phi-4","score":40.3,"provisoire":true,"version":"allegee_8_bits","memoire_go":16.9},"usage":{"id":"gemma-4-26b-a4b","nom":"Gemma 4 26B A4B","score":75.1,"provisoire":false,"version":"allegee_4_bits","memoire_go":17.9},"francais":{"id":"gemma-4-26b-a4b","nom":"Gemma 4 26B A4B","score":76.6,"provisoire":false,"version":"allegee_4_bits","memoire_go":17.9},"ecriture":{"id":"gemma-4-26b-a4b","nom":"Gemma 4 26B A4B","score":74.5,"provisoire":false,"version":"allegee_4_bits","memoire_go":17.9},"maths":{"id":"gemma-4-26b-a4b","nom":"Gemma 4 26B A4B","score":73.8,"provisoire":true,"version":"allegee_4_bits","memoire_go":17.9},"sciences":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":70.9,"provisoire":true,"version":"allegee_8_bits","memoire_go":11.7},"vision":{"id":"gemma-4-26b-a4b","nom":"Gemma 4 26B A4B","score":75.6,"provisoire":true,"version":"allegee_4_bits","memoire_go":17.9},"web":{"id":"gemma-4-26b-a4b","nom":"Gemma 4 26B A4B","score":74.3,"provisoire":false,"version":"allegee_4_bits","memoire_go":17.9}}},{"id":"carte_graphique_24_go","famille":"carte_graphique","nom":"Carte graphique 24 Go","memoire_go":24,"utile_go":22,"regle":"mémoire vidéo moins 2 Go","machines":["rtx-pro-4000-blackwell","radeon-rx-7900-xtx","intel-arc-pro-b60"],"meilleur":{"general":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":82.4,"provisoire":false,"version":"allegee_4_bits","memoire_go":18.6},"code":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.1,"provisoire":true,"version":"allegee_4_bits","memoire_go":18.6},"raisonnement":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.6,"provisoire":true,"version":"allegee_4_bits","memoire_go":18.6},"agents":{"id":"phi-4","nom":"Phi-4","score":40.3,"provisoire":true,"version":"allegee_8_bits","memoire_go":16.9},"usage":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":80.6,"provisoire":false,"version":"allegee_4_bits","memoire_go":18.6},"francais":{"id":"gemma-4-31b-it","nom":"Gemma 4 31B IT","score":78.7,"provisoire":false,"version":"allegee_4_bits","memoire_go":21.4},"ecriture":{"id":"gemma-4-31b-it","nom":"Gemma 4 31B IT","score":77.7,"provisoire":false,"version":"allegee_4_bits","memoire_go":21.4},"maths":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.6,"provisoire":true,"version":"allegee_4_bits","memoire_go":18.6},"sciences":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":79.2,"provisoire":false,"version":"allegee_4_bits","memoire_go":18.6},"vision":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.1,"provisoire":true,"version":"allegee_4_bits","memoire_go":18.6},"web":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":89.2,"provisoire":false,"version":"allegee_4_bits","memoire_go":18.6}}},{"id":"pc_portable_rtx_24_go","famille":"pc_portable_rtx","nom":"PC portable GeForce RTX 24 Go","memoire_go":24,"utile_go":22,"regle":"mémoire vidéo moins 2 Go","machines":["pc-portable-geforce-rtx-5090"],"meilleur":{"general":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":82.4,"provisoire":false,"version":"allegee_4_bits","memoire_go":18.6},"code":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.1,"provisoire":true,"version":"allegee_4_bits","memoire_go":18.6},"raisonnement":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.6,"provisoire":true,"version":"allegee_4_bits","memoire_go":18.6},"agents":{"id":"phi-4","nom":"Phi-4","score":40.3,"provisoire":true,"version":"allegee_8_bits","memoire_go":16.9},"usage":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":80.6,"provisoire":false,"version":"allegee_4_bits","memoire_go":18.6},"francais":{"id":"gemma-4-31b-it","nom":"Gemma 4 31B IT","score":78.7,"provisoire":false,"version":"allegee_4_bits","memoire_go":21.4},"ecriture":{"id":"gemma-4-31b-it","nom":"Gemma 4 31B IT","score":77.7,"provisoire":false,"version":"allegee_4_bits","memoire_go":21.4},"maths":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.6,"provisoire":true,"version":"allegee_4_bits","memoire_go":18.6},"sciences":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":79.2,"provisoire":false,"version":"allegee_4_bits","memoire_go":18.6},"vision":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.1,"provisoire":true,"version":"allegee_4_bits","memoire_go":18.6},"web":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":89.2,"provisoire":false,"version":"allegee_4_bits","memoire_go":18.6}}},{"id":"mac_32_go","famille":"mac","nom":"Mac 32 Go","memoire_go":32,"utile_go":23.7,"regle":"74 % de la mémoire unifiée","machines":["mac-mini-m6-32go"],"meilleur":{"general":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":82.4,"provisoire":false,"version":"allegee_4_bits","memoire_go":18.6},"code":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.1,"provisoire":true,"version":"allegee_4_bits","memoire_go":18.6},"raisonnement":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.6,"provisoire":true,"version":"allegee_4_bits","memoire_go":18.6},"agents":{"id":"phi-4","nom":"Phi-4","score":40.3,"provisoire":true,"version":"allegee_8_bits","memoire_go":16.9},"usage":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":80.6,"provisoire":false,"version":"allegee_4_bits","memoire_go":18.6},"francais":{"id":"gemma-4-31b-it","nom":"Gemma 4 31B IT","score":78.7,"provisoire":false,"version":"allegee_4_bits","memoire_go":21.4},"ecriture":{"id":"gemma-4-31b-it","nom":"Gemma 4 31B IT","score":77.7,"provisoire":false,"version":"allegee_4_bits","memoire_go":21.4},"maths":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.6,"provisoire":true,"version":"allegee_4_bits","memoire_go":18.6},"sciences":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":79.2,"provisoire":false,"version":"allegee_4_bits","memoire_go":18.6},"vision":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.1,"provisoire":true,"version":"allegee_4_bits","memoire_go":18.6},"web":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":89.2,"provisoire":false,"version":"allegee_4_bits","memoire_go":18.6}}},{"id":"ryzen_ai_max_32_go","famille":"ryzen_ai_max","nom":"Ryzen AI Max 32 Go","memoire_go":32,"utile_go":24,"regle":"le plafond publié par AMD : 96 Go sur 128, 160 Go sur 192","machines":["ryzen-ai-max-385-32go","asus-rog-flow-z13-2025"],"meilleur":{"general":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":82.4,"provisoire":false,"version":"allegee_4_bits","memoire_go":18.6},"code":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.1,"provisoire":true,"version":"allegee_4_bits","memoire_go":18.6},"raisonnement":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.6,"provisoire":true,"version":"allegee_4_bits","memoire_go":18.6},"agents":{"id":"phi-4","nom":"Phi-4","score":40.3,"provisoire":true,"version":"allegee_8_bits","memoire_go":16.9},"usage":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":80.6,"provisoire":false,"version":"allegee_4_bits","memoire_go":18.6},"francais":{"id":"gemma-4-31b-it","nom":"Gemma 4 31B IT","score":78.7,"provisoire":false,"version":"allegee_4_bits","memoire_go":21.4},"ecriture":{"id":"gemma-4-31b-it","nom":"Gemma 4 31B IT","score":77.7,"provisoire":false,"version":"allegee_4_bits","memoire_go":21.4},"maths":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.6,"provisoire":true,"version":"allegee_4_bits","memoire_go":18.6},"sciences":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":79.2,"provisoire":false,"version":"allegee_4_bits","memoire_go":18.6},"vision":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.1,"provisoire":true,"version":"allegee_4_bits","memoire_go":18.6},"web":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":89.2,"provisoire":false,"version":"allegee_4_bits","memoire_go":18.6}}},{"id":"mac_36_go","famille":"mac","nom":"Mac 36 Go","memoire_go":36,"utile_go":26.6,"regle":"74 % de la mémoire unifiée","machines":["mac-studio-m5-max-36go","macbook-pro-m5-max"],"meilleur":{"general":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":82.4,"provisoire":false,"version":"allegee_4_bits","memoire_go":18.6},"code":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.1,"provisoire":true,"version":"allegee_4_bits","memoire_go":18.6},"raisonnement":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.6,"provisoire":true,"version":"allegee_4_bits","memoire_go":18.6},"agents":{"id":"phi-4","nom":"Phi-4","score":40.3,"provisoire":true,"version":"allegee_8_bits","memoire_go":16.9},"usage":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":80.6,"provisoire":false,"version":"allegee_4_bits","memoire_go":18.6},"francais":{"id":"gemma-4-31b-it","nom":"Gemma 4 31B IT","score":78.7,"provisoire":false,"version":"allegee_4_bits","memoire_go":21.4},"ecriture":{"id":"gemma-4-31b-it","nom":"Gemma 4 31B IT","score":77.7,"provisoire":false,"version":"allegee_4_bits","memoire_go":21.4},"maths":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.6,"provisoire":true,"version":"allegee_4_bits","memoire_go":18.6},"sciences":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":79.2,"provisoire":false,"version":"allegee_4_bits","memoire_go":18.6},"vision":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.1,"provisoire":true,"version":"allegee_4_bits","memoire_go":18.6},"web":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":89.2,"provisoire":false,"version":"allegee_4_bits","memoire_go":18.6}}},{"id":"carte_graphique_32_go","famille":"carte_graphique","nom":"Carte graphique 32 Go","memoire_go":32,"utile_go":30,"regle":"mémoire vidéo moins 2 Go","machines":["geforce-rtx-5090","rtx-pro-4500-blackwell","radeon-ai-pro-r9700","intel-arc-pro-b70","intel-arc-pro-b65"],"meilleur":{"general":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":82.4,"provisoire":false,"version":"allegee_4_bits","memoire_go":18.6},"code":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.1,"provisoire":true,"version":"allegee_4_bits","memoire_go":18.6},"raisonnement":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.6,"provisoire":true,"version":"allegee_4_bits","memoire_go":18.6},"agents":{"id":"phi-4","nom":"Phi-4","score":40.3,"provisoire":true,"version":"allegee_8_bits","memoire_go":16.9},"usage":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":80.6,"provisoire":false,"version":"allegee_4_bits","memoire_go":18.6},"francais":{"id":"gemma-4-31b-it","nom":"Gemma 4 31B IT","score":78.7,"provisoire":false,"version":"allegee_4_bits","memoire_go":21.4},"ecriture":{"id":"gemma-4-31b-it","nom":"Gemma 4 31B IT","score":77.7,"provisoire":false,"version":"allegee_4_bits","memoire_go":21.4},"maths":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.6,"provisoire":true,"version":"allegee_4_bits","memoire_go":18.6},"sciences":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":79.2,"provisoire":false,"version":"allegee_4_bits","memoire_go":18.6},"vision":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.1,"provisoire":true,"version":"allegee_4_bits","memoire_go":18.6},"web":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":89.2,"provisoire":false,"version":"allegee_4_bits","memoire_go":18.6}}},{"id":"mac_48_go","famille":"mac","nom":"Mac 48 Go","memoire_go":48,"utile_go":35.5,"regle":"74 % de la mémoire unifiée","machines":["mac-mini-m5-pro-48go","mac-studio-m5-max-48go"],"meilleur":{"general":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":82.4,"provisoire":false,"version":"allegee_8_bits","memoire_go":32.6},"code":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.1,"provisoire":true,"version":"allegee_8_bits","memoire_go":32.6},"raisonnement":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.6,"provisoire":true,"version":"allegee_8_bits","memoire_go":32.6},"agents":{"id":"phi-4","nom":"Phi-4","score":40.3,"provisoire":true,"version":"complete_16_bits","memoire_go":32.2},"usage":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":80.6,"provisoire":false,"version":"allegee_8_bits","memoire_go":32.6},"francais":{"id":"gemma-4-31b-it","nom":"Gemma 4 31B IT","score":78.7,"provisoire":false,"version":"allegee_4_bits","memoire_go":21.4},"ecriture":{"id":"gemma-4-31b-it","nom":"Gemma 4 31B IT","score":77.7,"provisoire":false,"version":"allegee_4_bits","memoire_go":21.4},"maths":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.6,"provisoire":true,"version":"allegee_8_bits","memoire_go":32.6},"sciences":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":79.2,"provisoire":false,"version":"allegee_8_bits","memoire_go":32.6},"vision":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.1,"provisoire":true,"version":"allegee_8_bits","memoire_go":32.6},"web":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":89.2,"provisoire":false,"version":"allegee_8_bits","memoire_go":32.6}}},{"id":"carte_graphique_48_go","famille":"carte_graphique","nom":"Carte graphique 48 Go","memoire_go":48,"utile_go":46,"regle":"mémoire vidéo moins 2 Go","machines":["rtx-pro-5000-blackwell-48go","radeon-pro-w7900","intel-arc-pro-b60-dual-48go"],"meilleur":{"general":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":82.4,"provisoire":false,"version":"allegee_8_bits","memoire_go":32.6},"code":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.1,"provisoire":true,"version":"allegee_8_bits","memoire_go":32.6},"raisonnement":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.6,"provisoire":true,"version":"allegee_8_bits","memoire_go":32.6},"agents":{"id":"phi-4","nom":"Phi-4","score":40.3,"provisoire":true,"version":"complete_16_bits","memoire_go":32.2},"usage":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":80.6,"provisoire":false,"version":"allegee_8_bits","memoire_go":32.6},"francais":{"id":"gemma-4-31b-it","nom":"Gemma 4 31B IT","score":78.7,"provisoire":false,"version":"allegee_8_bits","memoire_go":37.4},"ecriture":{"id":"gemma-4-31b-it","nom":"Gemma 4 31B IT","score":77.7,"provisoire":false,"version":"allegee_8_bits","memoire_go":37.4},"maths":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.6,"provisoire":true,"version":"allegee_8_bits","memoire_go":32.6},"sciences":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":79.2,"provisoire":false,"version":"allegee_8_bits","memoire_go":32.6},"vision":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.1,"provisoire":true,"version":"allegee_8_bits","memoire_go":32.6},"web":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":89.2,"provisoire":false,"version":"allegee_8_bits","memoire_go":32.6}}},{"id":"mac_64_go","famille":"mac","nom":"Mac 64 Go","memoire_go":64,"utile_go":47.4,"regle":"74 % de la mémoire unifiée","machines":["mac-mini-m5-pro-64go","mac-studio-m5-max-64go"],"meilleur":{"general":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":82.4,"provisoire":false,"version":"allegee_8_bits","memoire_go":32.6},"code":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.1,"provisoire":true,"version":"allegee_8_bits","memoire_go":32.6},"raisonnement":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.6,"provisoire":true,"version":"allegee_8_bits","memoire_go":32.6},"agents":{"id":"phi-4","nom":"Phi-4","score":40.3,"provisoire":true,"version":"complete_16_bits","memoire_go":32.2},"usage":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":80.6,"provisoire":false,"version":"allegee_8_bits","memoire_go":32.6},"francais":{"id":"gemma-4-31b-it","nom":"Gemma 4 31B IT","score":78.7,"provisoire":false,"version":"allegee_8_bits","memoire_go":37.4},"ecriture":{"id":"gemma-4-31b-it","nom":"Gemma 4 31B IT","score":77.7,"provisoire":false,"version":"allegee_8_bits","memoire_go":37.4},"maths":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.6,"provisoire":true,"version":"allegee_8_bits","memoire_go":32.6},"sciences":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":79.2,"provisoire":false,"version":"allegee_8_bits","memoire_go":32.6},"vision":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.1,"provisoire":true,"version":"allegee_8_bits","memoire_go":32.6},"web":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":89.2,"provisoire":false,"version":"allegee_8_bits","memoire_go":32.6}}},{"id":"ryzen_ai_max_64_go","famille":"ryzen_ai_max","nom":"Ryzen AI Max 64 Go","memoire_go":64,"utile_go":48,"regle":"le plafond publié par AMD : 96 Go sur 128, 160 Go sur 192","machines":["ryzen-ai-max-plus-395-64go"],"meilleur":{"general":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":82.4,"provisoire":false,"version":"allegee_8_bits","memoire_go":32.6},"code":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.1,"provisoire":true,"version":"allegee_8_bits","memoire_go":32.6},"raisonnement":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.6,"provisoire":true,"version":"allegee_8_bits","memoire_go":32.6},"agents":{"id":"phi-4","nom":"Phi-4","score":40.3,"provisoire":true,"version":"complete_16_bits","memoire_go":32.2},"usage":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":80.6,"provisoire":false,"version":"allegee_8_bits","memoire_go":32.6},"francais":{"id":"gemma-4-31b-it","nom":"Gemma 4 31B IT","score":78.7,"provisoire":false,"version":"allegee_8_bits","memoire_go":37.4},"ecriture":{"id":"gemma-4-31b-it","nom":"Gemma 4 31B IT","score":77.7,"provisoire":false,"version":"allegee_8_bits","memoire_go":37.4},"maths":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.6,"provisoire":true,"version":"allegee_8_bits","memoire_go":32.6},"sciences":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":79.2,"provisoire":false,"version":"allegee_8_bits","memoire_go":32.6},"vision":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.1,"provisoire":true,"version":"allegee_8_bits","memoire_go":32.6},"web":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":89.2,"provisoire":false,"version":"allegee_8_bits","memoire_go":32.6}}},{"id":"mac_96_go","famille":"mac","nom":"Mac 96 Go","memoire_go":96,"utile_go":71,"regle":"74 % de la mémoire unifiée","machines":["mac-studio-m5-ultra-96go"],"meilleur":{"general":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":82.4,"provisoire":false,"version":"complete_16_bits","memoire_go":62.1},"code":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.1,"provisoire":true,"version":"complete_16_bits","memoire_go":62.1},"raisonnement":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.6,"provisoire":true,"version":"complete_16_bits","memoire_go":62.1},"agents":{"id":"llama-3-1-70b","nom":"Llama 3.1-70B","score":53.7,"provisoire":true,"version":"allegee_4_bits","memoire_go":48.7},"usage":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":80.6,"provisoire":false,"version":"complete_16_bits","memoire_go":62.1},"francais":{"id":"gemma-4-31b-it","nom":"Gemma 4 31B IT","score":78.7,"provisoire":false,"version":"allegee_8_bits","memoire_go":37.4},"ecriture":{"id":"gemma-4-31b-it","nom":"Gemma 4 31B IT","score":77.7,"provisoire":false,"version":"allegee_8_bits","memoire_go":37.4},"maths":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.6,"provisoire":true,"version":"complete_16_bits","memoire_go":62.1},"sciences":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":79.2,"provisoire":false,"version":"complete_16_bits","memoire_go":62.1},"vision":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.1,"provisoire":true,"version":"complete_16_bits","memoire_go":62.1},"web":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":89.2,"provisoire":false,"version":"complete_16_bits","memoire_go":62.1}}},{"id":"carte_graphique_96_go","famille":"carte_graphique","nom":"Carte graphique 96 Go","memoire_go":96,"utile_go":94,"regle":"mémoire vidéo moins 2 Go","machines":["rtx-pro-6000-blackwell"],"meilleur":{"general":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":82.4,"provisoire":false,"version":"complete_16_bits","memoire_go":62.1},"code":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.1,"provisoire":true,"version":"complete_16_bits","memoire_go":62.1},"raisonnement":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.6,"provisoire":true,"version":"complete_16_bits","memoire_go":62.1},"agents":{"id":"gpt-oss-120b","nom":"gpt-oss-120b","score":57.6,"provisoire":true,"version":"allegee_4_bits","memoire_go":80.7},"usage":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":80.6,"provisoire":false,"version":"complete_16_bits","memoire_go":62.1},"francais":{"id":"gemma-4-31b-it","nom":"Gemma 4 31B IT","score":78.7,"provisoire":false,"version":"complete_16_bits","memoire_go":71.3},"ecriture":{"id":"gemma-4-31b-it","nom":"Gemma 4 31B IT","score":77.7,"provisoire":false,"version":"complete_16_bits","memoire_go":71.3},"maths":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.6,"provisoire":true,"version":"complete_16_bits","memoire_go":62.1},"sciences":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":79.2,"provisoire":false,"version":"complete_16_bits","memoire_go":62.1},"vision":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.1,"provisoire":true,"version":"complete_16_bits","memoire_go":62.1},"web":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":89.2,"provisoire":false,"version":"complete_16_bits","memoire_go":62.1}}},{"id":"mac_128_go","famille":"mac","nom":"Mac 128 Go","memoire_go":128,"utile_go":94.7,"regle":"74 % de la mémoire unifiée","machines":["mac-studio-m5-max-128go"],"meilleur":{"general":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":82.4,"provisoire":false,"version":"complete_16_bits","memoire_go":62.1},"code":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.1,"provisoire":true,"version":"complete_16_bits","memoire_go":62.1},"raisonnement":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.6,"provisoire":true,"version":"complete_16_bits","memoire_go":62.1},"agents":{"id":"gpt-oss-120b","nom":"gpt-oss-120b","score":57.6,"provisoire":true,"version":"allegee_4_bits","memoire_go":80.7},"usage":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":80.6,"provisoire":false,"version":"complete_16_bits","memoire_go":62.1},"francais":{"id":"gemma-4-31b-it","nom":"Gemma 4 31B IT","score":78.7,"provisoire":false,"version":"complete_16_bits","memoire_go":71.3},"ecriture":{"id":"gemma-4-31b-it","nom":"Gemma 4 31B IT","score":77.7,"provisoire":false,"version":"complete_16_bits","memoire_go":71.3},"maths":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.6,"provisoire":true,"version":"complete_16_bits","memoire_go":62.1},"sciences":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":79.2,"provisoire":false,"version":"complete_16_bits","memoire_go":62.1},"vision":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.1,"provisoire":true,"version":"complete_16_bits","memoire_go":62.1},"web":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":89.2,"provisoire":false,"version":"complete_16_bits","memoire_go":62.1}}},{"id":"ryzen_ai_max_128_go","famille":"ryzen_ai_max","nom":"Ryzen AI Max 128 Go","memoire_go":128,"utile_go":96,"regle":"le plafond publié par AMD : 96 Go sur 128, 160 Go sur 192","machines":["ryzen-ai-max-plus-395-128go","hp-zbook-ultra-g1a"],"meilleur":{"general":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":82.4,"provisoire":false,"version":"complete_16_bits","memoire_go":62.1},"code":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.1,"provisoire":true,"version":"complete_16_bits","memoire_go":62.1},"raisonnement":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.6,"provisoire":true,"version":"complete_16_bits","memoire_go":62.1},"agents":{"id":"gpt-oss-120b","nom":"gpt-oss-120b","score":57.6,"provisoire":true,"version":"allegee_4_bits","memoire_go":80.7},"usage":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":80.6,"provisoire":false,"version":"complete_16_bits","memoire_go":62.1},"francais":{"id":"gemma-4-31b-it","nom":"Gemma 4 31B IT","score":78.7,"provisoire":false,"version":"complete_16_bits","memoire_go":71.3},"ecriture":{"id":"gemma-4-31b-it","nom":"Gemma 4 31B IT","score":77.7,"provisoire":false,"version":"complete_16_bits","memoire_go":71.3},"maths":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.6,"provisoire":true,"version":"complete_16_bits","memoire_go":62.1},"sciences":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":79.2,"provisoire":false,"version":"complete_16_bits","memoire_go":62.1},"vision":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.1,"provisoire":true,"version":"complete_16_bits","memoire_go":62.1},"web":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":89.2,"provisoire":false,"version":"complete_16_bits","memoire_go":62.1}}},{"id":"dgx_spark","famille":"nvidia","nom":"DGX Spark 128 Go","memoire_go":128,"utile_go":112,"regle":"87,5 % de la mémoire unifiée","machines":["dgx-spark"],"meilleur":{"general":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":82.4,"provisoire":false,"version":"complete_16_bits","memoire_go":62.1},"code":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.1,"provisoire":true,"version":"complete_16_bits","memoire_go":62.1},"raisonnement":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.6,"provisoire":true,"version":"complete_16_bits","memoire_go":62.1},"agents":{"id":"gpt-oss-120b","nom":"gpt-oss-120b","score":57.6,"provisoire":true,"version":"allegee_4_bits","memoire_go":80.7},"usage":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":80.6,"provisoire":false,"version":"complete_16_bits","memoire_go":62.1},"francais":{"id":"gemma-4-31b-it","nom":"Gemma 4 31B IT","score":78.7,"provisoire":false,"version":"complete_16_bits","memoire_go":71.3},"ecriture":{"id":"gemma-4-31b-it","nom":"Gemma 4 31B IT","score":77.7,"provisoire":false,"version":"complete_16_bits","memoire_go":71.3},"maths":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.6,"provisoire":true,"version":"complete_16_bits","memoire_go":62.1},"sciences":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":79.2,"provisoire":false,"version":"complete_16_bits","memoire_go":62.1},"vision":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.1,"provisoire":true,"version":"complete_16_bits","memoire_go":62.1},"web":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":89.2,"provisoire":false,"version":"complete_16_bits","memoire_go":62.1}}},{"id":"ryzen_ai_max_192_go","famille":"ryzen_ai_max","nom":"Ryzen AI Max 192 Go","memoire_go":192,"utile_go":160,"regle":"le plafond publié par AMD : 96 Go sur 128, 160 Go sur 192","machines":["ryzen-ai-max-plus-pro-495-192go"],"meilleur":{"general":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":82.4,"provisoire":false,"version":"complete_16_bits","memoire_go":62.1},"code":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.1,"provisoire":true,"version":"complete_16_bits","memoire_go":62.1},"raisonnement":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.6,"provisoire":true,"version":"complete_16_bits","memoire_go":62.1},"agents":{"id":"minimax-m2","nom":"MiniMax-M2","score":71.9,"provisoire":true,"version":"allegee_4_bits","memoire_go":158.7},"usage":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":80.6,"provisoire":false,"version":"complete_16_bits","memoire_go":62.1},"francais":{"id":"gemma-4-31b-it","nom":"Gemma 4 31B IT","score":78.7,"provisoire":false,"version":"complete_16_bits","memoire_go":71.3},"ecriture":{"id":"gemma-4-31b-it","nom":"Gemma 4 31B IT","score":77.7,"provisoire":false,"version":"complete_16_bits","memoire_go":71.3},"maths":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.6,"provisoire":true,"version":"complete_16_bits","memoire_go":62.1},"sciences":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":79.2,"provisoire":false,"version":"complete_16_bits","memoire_go":62.1},"vision":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.1,"provisoire":true,"version":"complete_16_bits","memoire_go":62.1},"web":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":89.2,"provisoire":false,"version":"complete_16_bits","memoire_go":62.1}}},{"id":"mac_256_go","famille":"mac","nom":"Mac 256 Go","memoire_go":256,"utile_go":189.4,"regle":"74 % de la mémoire unifiée","machines":["mac-studio-m5-ultra-256go"],"meilleur":{"general":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":82.4,"provisoire":false,"version":"complete_16_bits","memoire_go":62.1},"code":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.1,"provisoire":true,"version":"complete_16_bits","memoire_go":62.1},"raisonnement":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.6,"provisoire":true,"version":"complete_16_bits","memoire_go":62.1},"agents":{"id":"minimax-m2","nom":"MiniMax-M2","score":71.9,"provisoire":true,"version":"allegee_4_bits","memoire_go":158.7},"usage":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":80.6,"provisoire":false,"version":"complete_16_bits","memoire_go":62.1},"francais":{"id":"gemma-4-31b-it","nom":"Gemma 4 31B IT","score":78.7,"provisoire":false,"version":"complete_16_bits","memoire_go":71.3},"ecriture":{"id":"gemma-4-31b-it","nom":"Gemma 4 31B IT","score":77.7,"provisoire":false,"version":"complete_16_bits","memoire_go":71.3},"maths":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.6,"provisoire":true,"version":"complete_16_bits","memoire_go":62.1},"sciences":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":79.2,"provisoire":false,"version":"complete_16_bits","memoire_go":62.1},"vision":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":81.1,"provisoire":true,"version":"complete_16_bits","memoire_go":62.1},"web":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":89.2,"provisoire":false,"version":"complete_16_bits","memoire_go":62.1}}},{"id":"dgx_spark_x2","famille":"nvidia","nom":"2 DGX Spark, 256 Go","memoire_go":256,"utile_go":224,"regle":"87,5 % de la mémoire unifiée","machines":["dgx-spark-x2"],"meilleur":{"general":{"id":"glm-5-3-flash","nom":"GLM-5.3-Flash","score":84.7,"provisoire":false,"version":"allegee_4_bits","memoire_go":220.8},"code":{"id":"glm-5-3-flash","nom":"GLM-5.3-Flash","score":88.9,"provisoire":false,"version":"allegee_4_bits","memoire_go":220.8},"raisonnement":{"id":"inkling-small","nom":"Inkling-Small","score":82.4,"provisoire":false,"version":"allegee_4_bits","memoire_go":190.4},"agents":{"id":"glm-5-3-flash","nom":"GLM-5.3-Flash","score":88.9,"provisoire":true,"version":"allegee_4_bits","memoire_go":220.8},"usage":{"id":"glm-5-3-flash","nom":"GLM-5.3-Flash","score":85.5,"provisoire":false,"version":"allegee_4_bits","memoire_go":220.8},"francais":{"id":"glm-5-3-flash","nom":"GLM-5.3-Flash","score":86.3,"provisoire":false,"version":"allegee_4_bits","memoire_go":220.8},"ecriture":{"id":"glm-5-3-flash","nom":"GLM-5.3-Flash","score":84.5,"provisoire":false,"version":"allegee_4_bits","memoire_go":220.8},"maths":{"id":"glm-5-3-flash","nom":"GLM-5.3-Flash","score":83.2,"provisoire":false,"version":"allegee_4_bits","memoire_go":220.8},"sciences":{"id":"mimo-v2-6-flash","nom":"MiMo-V2.6-Flash","score":84.5,"provisoire":true,"version":"allegee_4_bits","memoire_go":213.2},"vision":{"id":"glm-5-3-flash","nom":"GLM-5.3-Flash","score":86.3,"provisoire":true,"version":"allegee_4_bits","memoire_go":220.8},"web":{"id":"glm-5-3-flash","nom":"GLM-5.3-Flash","score":91,"provisoire":false,"version":"allegee_4_bits","memoire_go":220.8}}},{"id":"dgx_station","famille":"nvidia","nom":"DGX Station","memoire_go":252,"utile_go":252,"regle":"les 252 Go de mémoire du processeur graphique","machines":["dgx-station"],"meilleur":{"general":{"id":"glm-5-3-flash","nom":"GLM-5.3-Flash","score":84.7,"provisoire":false,"version":"allegee_4_bits","memoire_go":220.8},"code":{"id":"glm-5-3-flash","nom":"GLM-5.3-Flash","score":88.9,"provisoire":false,"version":"allegee_4_bits","memoire_go":220.8},"raisonnement":{"id":"inkling-small","nom":"Inkling-Small","score":82.4,"provisoire":false,"version":"allegee_4_bits","memoire_go":190.4},"agents":{"id":"glm-5-3-flash","nom":"GLM-5.3-Flash","score":88.9,"provisoire":true,"version":"allegee_4_bits","memoire_go":220.8},"usage":{"id":"glm-5-3-flash","nom":"GLM-5.3-Flash","score":85.5,"provisoire":false,"version":"allegee_4_bits","memoire_go":220.8},"francais":{"id":"glm-5-3-flash","nom":"GLM-5.3-Flash","score":86.3,"provisoire":false,"version":"allegee_4_bits","memoire_go":220.8},"ecriture":{"id":"glm-5-3-flash","nom":"GLM-5.3-Flash","score":84.5,"provisoire":false,"version":"allegee_4_bits","memoire_go":220.8},"maths":{"id":"glm-5-3-flash","nom":"GLM-5.3-Flash","score":83.2,"provisoire":false,"version":"allegee_4_bits","memoire_go":220.8},"sciences":{"id":"mimo-v2-6-flash","nom":"MiMo-V2.6-Flash","score":84.5,"provisoire":true,"version":"allegee_4_bits","memoire_go":213.2},"vision":{"id":"glm-5-3-flash","nom":"GLM-5.3-Flash","score":86.3,"provisoire":true,"version":"allegee_4_bits","memoire_go":220.8},"web":{"id":"glm-5-3-flash","nom":"GLM-5.3-Flash","score":91,"provisoire":false,"version":"allegee_4_bits","memoire_go":220.8}}},{"id":"mac_512_go","famille":"mac","nom":"Mac 512 Go","memoire_go":512,"utile_go":378.9,"regle":"74 % de la mémoire unifiée","machines":["mac-studio-m5-ultra-512go"],"meilleur":{"general":{"id":"glm-5-3-flash","nom":"GLM-5.3-Flash","score":84.7,"provisoire":false,"version":"allegee_4_bits","memoire_go":220.8},"code":{"id":"glm-5-3-flash","nom":"GLM-5.3-Flash","score":88.9,"provisoire":false,"version":"allegee_4_bits","memoire_go":220.8},"raisonnement":{"id":"inkling-small","nom":"Inkling-Small","score":82.4,"provisoire":false,"version":"allegee_8_bits","memoire_go":333.3},"agents":{"id":"glm-5-3-flash","nom":"GLM-5.3-Flash","score":88.9,"provisoire":true,"version":"allegee_4_bits","memoire_go":220.8},"usage":{"id":"glm-5-3-flash","nom":"GLM-5.3-Flash","score":85.5,"provisoire":false,"version":"allegee_4_bits","memoire_go":220.8},"francais":{"id":"glm-5-3-flash","nom":"GLM-5.3-Flash","score":86.3,"provisoire":false,"version":"allegee_4_bits","memoire_go":220.8},"ecriture":{"id":"glm-5-3-flash","nom":"GLM-5.3-Flash","score":84.5,"provisoire":false,"version":"allegee_4_bits","memoire_go":220.8},"maths":{"id":"glm-5-3-flash","nom":"GLM-5.3-Flash","score":83.2,"provisoire":false,"version":"allegee_4_bits","memoire_go":220.8},"sciences":{"id":"mimo-v2-6-flash","nom":"MiMo-V2.6-Flash","score":84.5,"provisoire":true,"version":"allegee_8_bits","memoire_go":373.1},"vision":{"id":"glm-5-3-flash","nom":"GLM-5.3-Flash","score":86.3,"provisoire":true,"version":"allegee_4_bits","memoire_go":220.8},"web":{"id":"glm-5-3-flash","nom":"GLM-5.3-Flash","score":91,"provisoire":false,"version":"allegee_4_bits","memoire_go":220.8}}},{"id":"dgx_spark_x4","famille":"nvidia","nom":"4 DGX Spark, 512 Go","memoire_go":512,"utile_go":448,"regle":"87,5 % de la mémoire unifiée","machines":["dgx-spark-x4"],"meilleur":{"general":{"id":"deepseek-v4-1-flash","nom":"DeepSeek V4.1 Flash","score":87.3,"provisoire":false,"version":"allegee_4_bits","memoire_go":380.9},"code":{"id":"glm-5-3-flash","nom":"GLM-5.3-Flash","score":88.9,"provisoire":false,"version":"allegee_8_bits","memoire_go":386.4},"raisonnement":{"id":"deepseek-v4-1-flash","nom":"DeepSeek V4.1 Flash","score":85.5,"provisoire":true,"version":"allegee_4_bits","memoire_go":380.9},"agents":{"id":"glm-5-3-flash","nom":"GLM-5.3-Flash","score":88.9,"provisoire":true,"version":"allegee_8_bits","memoire_go":386.4},"usage":{"id":"deepseek-v4-1-flash","nom":"DeepSeek V4.1 Flash","score":86.8,"provisoire":false,"version":"allegee_4_bits","memoire_go":380.9},"francais":{"id":"glm-5-3-flash","nom":"GLM-5.3-Flash","score":86.3,"provisoire":false,"version":"allegee_8_bits","memoire_go":386.4},"ecriture":{"id":"deepseek-v4-1-flash","nom":"DeepSeek V4.1 Flash","score":86.3,"provisoire":false,"version":"allegee_4_bits","memoire_go":380.9},"maths":{"id":"deepseek-v4-1-flash","nom":"DeepSeek V4.1 Flash","score":88.6,"provisoire":true,"version":"allegee_4_bits","memoire_go":380.9},"sciences":{"id":"mimo-v2-6-flash","nom":"MiMo-V2.6-Flash","score":84.5,"provisoire":true,"version":"allegee_8_bits","memoire_go":373.1},"vision":{"id":"glm-5-3-flash","nom":"GLM-5.3-Flash","score":86.3,"provisoire":true,"version":"allegee_8_bits","memoire_go":386.4},"web":{"id":"deepseek-v4-1-flash","nom":"DeepSeek V4.1 Flash","score":91.5,"provisoire":false,"version":"allegee_4_bits","memoire_go":380.9}}}],"machines":[{"id":"pc-portable-16-go","nom":"PC portable 16 Go, sans carte graphique","article":"un PC portable de 16 Go","famille":"generique","gamme":"Gabarit générique","fabricant":null,"etat":"generique","palier":"portable_16_go","memoire_go":16,"utile_go":11,"debit_memoire_go_s":null,"sortie":null,"prix":null,"prix_constate":null,"unites":1,"meilleur_general":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":65.7,"provisoire":false,"version":"allegee_4_bits","memoire_go":6.7},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/pc-portable-16-go/","sources":["https://www.intel.com/content/www/us/en/support/articles/000101789/graphics.html","https://github.com/ggml-org/llama.cpp/blob/master/docs/backend/OPENCL.md"]},{"id":"geforce-rtx-5090","nom":"GeForce RTX 5090","article":"une GeForce RTX 5090","famille":"carte_graphique","gamme":"GeForce RTX série 50","fabricant":"Nvidia","etat":"en_vente","palier":"carte_graphique_32_go","memoire_go":32,"utile_go":30,"debit_memoire_go_s":null,"sortie":"2025-01-30","prix":{"montant":2099,"devise":"EUR","hors_taxes":false,"quoi":"prix conseillé affiché par Nvidia France (« MSRP 2.099 € ») ; Nvidia ne dit pas s'il est toutes taxes comprises","vendeur":null,"date":"2026-09-30","source":"https://www.nvidia.com/content/dam/en-zz/Solutions/geforce/ada/pricejsmodule/pricelist.js"},"prix_constate":{"montant":6799.95,"devise":"EUR","hors_taxes":false,"quoi":"carte neuve la moins chère en stock (ASUS ROG Astral LC)","vendeur":"LDLC","date":"2026-09-30","source":"https://www.ldlc.com/recherche/geforce%20rtx%205090/"},"unites":1,"meilleur_general":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":82.4,"provisoire":false,"version":"allegee_4_bits","memoire_go":18.6},"mis_en_avant_par_fabricant":[{"nom":"Qwen3.8 27B","fiche":"https://quelleia.com/modeles/qwen-3-8-27b/","par":"Nvidia","source":"https://blogs.nvidia.com/blog/local-ai-open-source-models-agents-nemotron/"},{"nom":"Nemotron 3.5 Lightning","fiche":"https://quelleia.com/modeles/nemotron-3-5-lightning/","par":"Nvidia","source":"https://blogs.nvidia.com/blog/local-ai-ifa-next-gen-agents-nv-pair-rtx-spark/"},{"nom":"Muse Glimmer","fiche":"https://quelleia.com/modeles/muse-glimmer-30b/","par":"Nvidia","source":"https://blogs.nvidia.com/blog/local-ai-ifa-next-gen-agents-nv-pair-rtx-spark/"}],"url":"https://quelleia.com/local/geforce-rtx-5090/","sources":["https://www.nvidia.com/fr-fr/geforce/graphics-cards/50-series/rtx-5090/","https://www.nvidia.com/content/dam/en-zz/Solutions/geforce/ada/pricejsmodule/pricelist.js","https://nvidianews.nvidia.com/news/nvidia-blackwell-geforce-rtx-50-series-opens-new-world-of-ai-computer-graphics","https://blogs.nvidia.com/blog/local-ai-open-source-models-agents-nemotron/","https://blogs.nvidia.com/blog/local-ai-ifa-next-gen-agents-nv-pair-rtx-spark/","https://www.ldlc.com/recherche/geforce%20rtx%205090/"]},{"id":"geforce-rtx-5080","nom":"GeForce RTX 5080","article":"une GeForce RTX 5080","famille":"carte_graphique","gamme":"GeForce RTX série 50","fabricant":"Nvidia","etat":"en_vente","palier":"carte_graphique_16_go","memoire_go":16,"utile_go":14,"debit_memoire_go_s":null,"sortie":"2025-01-30","prix":{"montant":1059,"devise":"EUR","hors_taxes":false,"quoi":"prix conseillé affiché par Nvidia France (« MSRP 1.059 € ») ; Nvidia ne dit pas s'il est toutes taxes comprises","vendeur":null,"date":"2026-09-30","source":"https://www.nvidia.com/content/dam/en-zz/Solutions/geforce/ada/pricejsmodule/pricelist.js"},"prix_constate":{"montant":1849.95,"devise":"EUR","hors_taxes":false,"quoi":"carte neuve la moins chère en stock (ASUS PRIME OC)","vendeur":"LDLC","date":"2026-09-30","source":"https://www.ldlc.com/recherche/geforce%20rtx%205080/"},"unites":1,"meilleur_general":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":65.7,"provisoire":false,"version":"allegee_8_bits","memoire_go":11.7},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/geforce-rtx-5080/","sources":["https://www.nvidia.com/fr-fr/geforce/graphics-cards/50-series/rtx-5080/","https://www.nvidia.com/content/dam/en-zz/Solutions/geforce/ada/pricejsmodule/pricelist.js","https://nvidianews.nvidia.com/news/nvidia-blackwell-geforce-rtx-50-series-opens-new-world-of-ai-computer-graphics","https://www.ldlc.com/recherche/geforce%20rtx%205080/"]},{"id":"geforce-rtx-5070-ti","nom":"GeForce RTX 5070 Ti","article":"une GeForce RTX 5070 Ti","famille":"carte_graphique","gamme":"GeForce RTX série 50","fabricant":"Nvidia","etat":"en_vente","palier":"carte_graphique_16_go","memoire_go":16,"utile_go":14,"debit_memoire_go_s":null,"sortie":"2025-02-20","prix":{"montant":884,"devise":"EUR","hors_taxes":false,"quoi":"prix conseillé affiché par Nvidia France (« MSRP 884 € ») ; Nvidia ne dit pas s'il est toutes taxes comprises","vendeur":null,"date":"2026-09-30","source":"https://www.nvidia.com/content/dam/en-zz/Solutions/geforce/ada/pricejsmodule/pricelist.js"},"prix_constate":{"montant":1399.95,"devise":"EUR","hors_taxes":false,"quoi":"carte neuve la moins chère en stock (Gigabyte EAGLE OC SFF)","vendeur":"LDLC","date":"2026-09-30","source":"https://www.ldlc.com/recherche/geforce%20rtx%205070%20ti/"},"unites":1,"meilleur_general":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":65.7,"provisoire":false,"version":"allegee_8_bits","memoire_go":11.7},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/geforce-rtx-5070-ti/","sources":["https://www.nvidia.com/fr-fr/geforce/graphics-cards/50-series/rtx-5070-family/","https://www.nvidia.com/content/dam/en-zz/Solutions/geforce/ada/pricejsmodule/pricelist.js","https://www.ldlc.com/recherche/geforce%20rtx%205070%20ti/"]},{"id":"geforce-rtx-5070","nom":"GeForce RTX 5070","article":"une GeForce RTX 5070","famille":"carte_graphique","gamme":"GeForce RTX série 50","fabricant":"Nvidia","etat":"en_vente","palier":"carte_graphique_12_go","memoire_go":12,"utile_go":10,"debit_memoire_go_s":null,"sortie":"2025-03-05","prix":{"montant":589,"devise":"EUR","hors_taxes":false,"quoi":"prix conseillé affiché par Nvidia France (« MSRP 589 € ») ; Nvidia ne dit pas s'il est toutes taxes comprises","vendeur":null,"date":"2026-09-30","source":"https://www.nvidia.com/content/dam/en-zz/Solutions/geforce/ada/pricejsmodule/pricelist.js"},"prix_constate":{"montant":969.95,"devise":"EUR","hors_taxes":false,"quoi":"carte neuve la moins chère en stock (Gigabyte EAGLE OC SFF)","vendeur":"LDLC","date":"2026-09-30","source":"https://www.ldlc.com/recherche/geforce%20rtx%205070/"},"unites":1,"meilleur_general":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":65.7,"provisoire":false,"version":"allegee_4_bits","memoire_go":6.7},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/geforce-rtx-5070/","sources":["https://www.nvidia.com/fr-fr/geforce/graphics-cards/50-series/rtx-5070-family/","https://www.nvidia.com/content/dam/en-zz/Solutions/geforce/ada/pricejsmodule/pricelist.js","https://www.ldlc.com/recherche/geforce%20rtx%205070/"]},{"id":"geforce-rtx-5060-ti-16go","nom":"GeForce RTX 5060 Ti 16 Go","article":"une GeForce RTX 5060 Ti de 16 Go","famille":"carte_graphique","gamme":"GeForce RTX série 50","fabricant":"Nvidia","etat":"en_vente","palier":"carte_graphique_16_go","memoire_go":16,"utile_go":14,"debit_memoire_go_s":null,"sortie":"2025-04-16","prix":null,"prix_constate":{"montant":819.95,"devise":"EUR","hors_taxes":false,"quoi":"carte neuve la moins chère en stock (ASUS Dual OC 16GB)","vendeur":"LDLC","date":"2026-09-30","source":"https://www.ldlc.com/recherche/geforce%20rtx%205060%20ti%2016/"},"unites":1,"meilleur_general":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":65.7,"provisoire":false,"version":"allegee_8_bits","memoire_go":11.7},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/geforce-rtx-5060-ti-16go/","sources":["https://www.nvidia.com/fr-fr/geforce/graphics-cards/50-series/rtx-5060-family/","https://www.nvidia.com/content/dam/en-zz/Solutions/geforce/ada/pricejsmodule/pricelist.js","https://www.ldlc.com/recherche/geforce%20rtx%205060%20ti%2016/"]},{"id":"geforce-rtx-5060-ti-8go","nom":"GeForce RTX 5060 Ti 8 Go","article":"une GeForce RTX 5060 Ti de 8 Go","famille":"carte_graphique","gamme":"GeForce RTX série 50","fabricant":"Nvidia","etat":"en_vente","palier":"carte_graphique_8_go","memoire_go":8,"utile_go":6,"debit_memoire_go_s":null,"sortie":"2025-04-16","prix":{"montant":399,"devise":"EUR","hors_taxes":false,"quoi":"prix conseillé affiché par Nvidia France (« MSRP 399 € », prix de départ de la famille) ; Nvidia ne dit pas s'il est toutes taxes comprises","vendeur":null,"date":"2026-09-30","source":"https://www.nvidia.com/content/dam/en-zz/Solutions/geforce/ada/pricejsmodule/pricelist.js"},"prix_constate":{"montant":579.95,"devise":"EUR","hors_taxes":false,"quoi":"carte neuve la moins chère en stock (Gigabyte WINDFORCE OC 8G)","vendeur":"LDLC","date":"2026-09-30","source":"https://www.ldlc.com/recherche/geforce%20rtx%205060%20ti%208/"},"unites":1,"meilleur_general":{"id":"qwen3-5-4b","nom":"Qwen3.5-4B","score":63.1,"provisoire":true,"version":"allegee_8_bits","memoire_go":5.6},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/geforce-rtx-5060-ti-8go/","sources":["https://www.nvidia.com/fr-fr/geforce/graphics-cards/50-series/rtx-5060-family/","https://www.nvidia.com/content/dam/en-zz/Solutions/geforce/ada/pricejsmodule/pricelist.js","https://www.ldlc.com/recherche/geforce%20rtx%205060%20ti%208/"]},{"id":"geforce-rtx-5060","nom":"GeForce RTX 5060","article":"une GeForce RTX 5060","famille":"carte_graphique","gamme":"GeForce RTX série 50","fabricant":"Nvidia","etat":"en_vente","palier":"carte_graphique_8_go","memoire_go":8,"utile_go":6,"debit_memoire_go_s":null,"sortie":"2025-05-19","prix":{"montant":319,"devise":"EUR","hors_taxes":false,"quoi":"prix conseillé affiché par Nvidia France (« MSRP 319 € ») ; Nvidia ne dit pas s'il est toutes taxes comprises","vendeur":null,"date":"2026-09-30","source":"https://www.nvidia.com/content/dam/en-zz/Solutions/geforce/ada/pricejsmodule/pricelist.js"},"prix_constate":{"montant":539.95,"devise":"EUR","hors_taxes":false,"quoi":"carte neuve la moins chère en stock (Gigabyte WINDFORCE MAX OC 8G)","vendeur":"LDLC","date":"2026-09-30","source":"https://www.ldlc.com/recherche/geforce%20rtx%205060/"},"unites":1,"meilleur_general":{"id":"qwen3-5-4b","nom":"Qwen3.5-4B","score":63.1,"provisoire":true,"version":"allegee_8_bits","memoire_go":5.6},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/geforce-rtx-5060/","sources":["https://www.nvidia.com/fr-fr/geforce/graphics-cards/50-series/rtx-5060-family/","https://www.nvidia.com/content/dam/en-zz/Solutions/geforce/ada/pricejsmodule/pricelist.js","https://www.ldlc.com/recherche/geforce%20rtx%205060/"]},{"id":"geforce-rtx-5050","nom":"GeForce RTX 5050","article":"une GeForce RTX 5050","famille":"carte_graphique","gamme":"GeForce RTX série 50","fabricant":"Nvidia","etat":"en_vente","palier":"carte_graphique_8_go","memoire_go":8,"utile_go":6,"debit_memoire_go_s":null,"sortie":null,"prix":{"montant":249,"devise":"USD","hors_taxes":false,"quoi":"prix conseillé publié en dollars, y compris sur la page France (« MSRP 249 $ »)","vendeur":null,"date":"2026-09-30","source":"https://www.nvidia.com/content/dam/en-zz/Solutions/geforce/ada/pricejsmodule/pricelist.js"},"prix_constate":{"montant":469.95,"devise":"EUR","hors_taxes":false,"quoi":"carte neuve la moins chère en stock (Gainward Pegasus)","vendeur":"LDLC","date":"2026-09-30","source":"https://www.ldlc.com/recherche/geforce%20rtx%205050/"},"unites":1,"meilleur_general":{"id":"qwen3-5-4b","nom":"Qwen3.5-4B","score":63.1,"provisoire":true,"version":"allegee_8_bits","memoire_go":5.6},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/geforce-rtx-5050/","sources":["https://www.nvidia.com/fr-fr/geforce/graphics-cards/50-series/rtx-5050/","https://www.nvidia.com/content/dam/en-zz/Solutions/geforce/ada/pricejsmodule/pricelist.js","https://www.ldlc.com/recherche/geforce%20rtx%205050/"]},{"id":"rtx-pro-4000-blackwell","nom":"RTX PRO 4000 Blackwell","article":"une RTX PRO 4000 Blackwell","famille":"carte_graphique","gamme":"Nvidia RTX PRO Blackwell","fabricant":"Nvidia","etat":"en_vente","palier":"carte_graphique_24_go","memoire_go":24,"utile_go":22,"debit_memoire_go_s":null,"sortie":null,"prix":null,"prix_constate":{"montant":3689.95,"devise":"EUR","hors_taxes":false,"quoi":"PNY, version OEM, en stock","vendeur":"LDLC","date":"2026-09-30","source":"https://www.ldlc.com/recherche/rtx%20pro%204000%20blackwell/"},"unites":1,"meilleur_general":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":82.4,"provisoire":false,"version":"allegee_4_bits","memoire_go":18.6},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/rtx-pro-4000-blackwell/","sources":["https://www.ldlc.com/recherche/rtx%20pro%204000%20blackwell/"]},{"id":"rtx-pro-4500-blackwell","nom":"RTX PRO 4500 Blackwell","article":"une RTX PRO 4500 Blackwell","famille":"carte_graphique","gamme":"Nvidia RTX PRO Blackwell","fabricant":"Nvidia","etat":"en_vente","palier":"carte_graphique_32_go","memoire_go":32,"utile_go":30,"debit_memoire_go_s":null,"sortie":null,"prix":null,"prix_constate":{"montant":5779.95,"devise":"EUR","hors_taxes":false,"quoi":"PNY, version OEM, en stock","vendeur":"LDLC","date":"2026-09-30","source":"https://www.ldlc.com/recherche/rtx%20pro%204500%20blackwell/"},"unites":1,"meilleur_general":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":82.4,"provisoire":false,"version":"allegee_4_bits","memoire_go":18.6},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/rtx-pro-4500-blackwell/","sources":["https://www.ldlc.com/recherche/rtx%20pro%204500%20blackwell/"]},{"id":"rtx-pro-5000-blackwell-48go","nom":"RTX PRO 5000 Blackwell 48 Go","article":"une RTX PRO 5000 Blackwell de 48 Go","famille":"carte_graphique","gamme":"Nvidia RTX PRO Blackwell","fabricant":"Nvidia","etat":"en_vente","palier":"carte_graphique_48_go","memoire_go":48,"utile_go":46,"debit_memoire_go_s":null,"sortie":null,"prix":null,"prix_constate":{"montant":9899.95,"devise":"EUR","hors_taxes":false,"quoi":"PNY, version OEM, en stock","vendeur":"LDLC","date":"2026-09-30","source":"https://www.ldlc.com/recherche/rtx%20pro%205000%20blackwell/"},"unites":1,"meilleur_general":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":82.4,"provisoire":false,"version":"allegee_8_bits","memoire_go":32.6},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/rtx-pro-5000-blackwell-48go/","sources":["https://www.ldlc.com/recherche/rtx%20pro%205000%20blackwell/"]},{"id":"rtx-pro-6000-blackwell","nom":"RTX PRO 6000 Blackwell","article":"une RTX PRO 6000 Blackwell","famille":"carte_graphique","gamme":"Nvidia RTX PRO Blackwell","fabricant":"Nvidia","etat":"en_vente","palier":"carte_graphique_96_go","memoire_go":96,"utile_go":94,"debit_memoire_go_s":null,"sortie":null,"prix":null,"prix_constate":{"montant":17679.95,"devise":"EUR","hors_taxes":false,"quoi":"PNY, version OEM, délai de plus de 15 jours","vendeur":"LDLC","date":"2026-09-30","source":"https://www.ldlc.com/recherche/rtx%20pro%206000%20blackwell/"},"unites":1,"meilleur_general":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":82.4,"provisoire":false,"version":"complete_16_bits","memoire_go":62.1},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/rtx-pro-6000-blackwell/","sources":["https://www.ldlc.com/recherche/rtx%20pro%206000%20blackwell/","https://developer.nvidia.com/topics/ai/local-ai"]},{"id":"radeon-rx-9070-xt","nom":"Radeon RX 9070 XT","article":"une Radeon RX 9070 XT","famille":"carte_graphique","gamme":"Radeon RX série 9000","fabricant":"AMD","etat":"en_vente","palier":"carte_graphique_16_go","memoire_go":16,"utile_go":14,"debit_memoire_go_s":640,"sortie":"2025-03-06","prix":{"montant":599,"devise":"USD","hors_taxes":false,"quoi":"prix conseillé aux États-Unis (SEP) au lancement ; AMD ne publie pas de prix en euros","vendeur":null,"date":"2025-02-28","source":"https://www.amd.com/en/newsroom/press-releases/2025-2-28-amd-unveils-next-generation-amd-rdna-4-architectu.html"},"prix_constate":{"montant":1069.95,"devise":"EUR","hors_taxes":false,"quoi":"carte neuve la moins chère en stock (ASUS Prime OC)","vendeur":"LDLC","date":"2026-09-30","source":"https://www.ldlc.com/recherche/radeon%20rx%209070%20xt/"},"unites":1,"meilleur_general":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":65.7,"provisoire":false,"version":"allegee_8_bits","memoire_go":11.7},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/radeon-rx-9070-xt/","sources":["https://www.amd.com/fr/products/graphics/desktops/radeon/9000-series/amd-radeon-rx-9070xt.html","https://www.amd.com/en/newsroom/press-releases/2025-2-28-amd-unveils-next-generation-amd-rdna-4-architectu.html","https://www.ldlc.com/recherche/radeon%20rx%209070%20xt/"]},{"id":"radeon-rx-9070","nom":"Radeon RX 9070","article":"une Radeon RX 9070","famille":"carte_graphique","gamme":"Radeon RX série 9000","fabricant":"AMD","etat":"en_vente","palier":"carte_graphique_16_go","memoire_go":16,"utile_go":14,"debit_memoire_go_s":640,"sortie":"2025-03-06","prix":{"montant":549,"devise":"USD","hors_taxes":false,"quoi":"prix conseillé aux États-Unis (SEP) au lancement ; AMD ne publie pas de prix en euros","vendeur":null,"date":"2025-02-28","source":"https://www.amd.com/en/newsroom/press-releases/2025-2-28-amd-unveils-next-generation-amd-rdna-4-architectu.html"},"prix_constate":{"montant":999.95,"devise":"EUR","hors_taxes":false,"quoi":"carte neuve la moins chère en stock (ASRock Challenger)","vendeur":"LDLC","date":"2026-09-30","source":"https://www.ldlc.com/recherche/radeon%20rx%209070/"},"unites":1,"meilleur_general":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":65.7,"provisoire":false,"version":"allegee_8_bits","memoire_go":11.7},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/radeon-rx-9070/","sources":["https://www.amd.com/fr/products/graphics/desktops/radeon/9000-series/amd-radeon-rx-9070.html","https://www.amd.com/en/newsroom/press-releases/2025-2-28-amd-unveils-next-generation-amd-rdna-4-architectu.html","https://www.ldlc.com/recherche/radeon%20rx%209070/"]},{"id":"radeon-rx-9070-gre","nom":"Radeon RX 9070 GRE","article":"une Radeon RX 9070 GRE","famille":"carte_graphique","gamme":"Radeon RX série 9000","fabricant":"AMD","etat":"en_vente","palier":"carte_graphique_12_go","memoire_go":12,"utile_go":10,"debit_memoire_go_s":432,"sortie":null,"prix":null,"prix_constate":{"montant":699.95,"devise":"EUR","hors_taxes":false,"quoi":"carte neuve la moins chère en stock (Sapphire PULSE)","vendeur":"LDLC","date":"2026-09-30","source":"https://www.ldlc.com/recherche/radeon%20rx%209070%20gre/"},"unites":1,"meilleur_general":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":65.7,"provisoire":false,"version":"allegee_4_bits","memoire_go":6.7},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/radeon-rx-9070-gre/","sources":["https://www.amd.com/fr/products/graphics/desktops/radeon/9000-series/amd-radeon-rx-9070-gre.html","https://www.ldlc.com/recherche/radeon%20rx%209070%20gre/"]},{"id":"radeon-rx-9060-xt-16go","nom":"Radeon RX 9060 XT 16 Go","article":"une Radeon RX 9060 XT de 16 Go","famille":"carte_graphique","gamme":"Radeon RX série 9000","fabricant":"AMD","etat":"en_vente","palier":"carte_graphique_16_go","memoire_go":16,"utile_go":14,"debit_memoire_go_s":320,"sortie":null,"prix":{"montant":349,"devise":"USD","hors_taxes":false,"quoi":"prix conseillé aux États-Unis (SEP) à l'annonce ; AMD ne publie pas de prix en euros","vendeur":null,"date":"2025-05-20","source":"https://www.amd.com/en/newsroom/press-releases/2025-5-20-amd-introduces-new-radeon-graphics-cards-and-ryzen.html"},"prix_constate":{"montant":799.95,"devise":"EUR","hors_taxes":false,"quoi":"carte neuve la moins chère en stock (ASRock Challenger OC)","vendeur":"LDLC","date":"2026-09-30","source":"https://www.ldlc.com/recherche/radeon%20rx%209060%20xt%2016/"},"unites":1,"meilleur_general":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":65.7,"provisoire":false,"version":"allegee_8_bits","memoire_go":11.7},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/radeon-rx-9060-xt-16go/","sources":["https://www.amd.com/fr/products/graphics/desktops/radeon/9000-series/amd-radeon-rx-9060xt.html","https://www.amd.com/en/newsroom/press-releases/2025-5-20-amd-introduces-new-radeon-graphics-cards-and-ryzen.html","https://www.ldlc.com/recherche/radeon%20rx%209060%20xt%2016/"]},{"id":"radeon-rx-9060-xt-8go","nom":"Radeon RX 9060 XT 8 Go","article":"une Radeon RX 9060 XT de 8 Go","famille":"carte_graphique","gamme":"Radeon RX série 9000","fabricant":"AMD","etat":"en_vente","palier":"carte_graphique_8_go","memoire_go":8,"utile_go":6,"debit_memoire_go_s":320,"sortie":null,"prix":{"montant":299,"devise":"USD","hors_taxes":false,"quoi":"prix conseillé aux États-Unis (SEP) à l'annonce ; AMD ne publie pas de prix en euros","vendeur":null,"date":"2025-05-20","source":"https://www.amd.com/en/newsroom/press-releases/2025-5-20-amd-introduces-new-radeon-graphics-cards-and-ryzen.html"},"prix_constate":{"montant":549.95,"devise":"EUR","hors_taxes":false,"quoi":"carte neuve la moins chère en stock (Gigabyte GAMING OC 8G)","vendeur":"LDLC","date":"2026-09-30","source":"https://www.ldlc.com/recherche/radeon%20rx%209060%20xt%208/"},"unites":1,"meilleur_general":{"id":"qwen3-5-4b","nom":"Qwen3.5-4B","score":63.1,"provisoire":true,"version":"allegee_8_bits","memoire_go":5.6},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/radeon-rx-9060-xt-8go/","sources":["https://www.amd.com/fr/products/graphics/desktops/radeon/9000-series/amd-radeon-rx-9060xt-8gb.html","https://www.amd.com/en/newsroom/press-releases/2025-5-20-amd-introduces-new-radeon-graphics-cards-and-ryzen.html","https://www.ldlc.com/recherche/radeon%20rx%209060%20xt%208/"]},{"id":"radeon-ai-pro-r9700","nom":"Radeon AI PRO R9700","article":"une Radeon AI PRO R9700","famille":"carte_graphique","gamme":"Radeon AI PRO","fabricant":"AMD","etat":"en_vente","palier":"carte_graphique_32_go","memoire_go":32,"utile_go":30,"debit_memoire_go_s":640,"sortie":"2025-07","prix":null,"prix_constate":{"montant":2199.95,"devise":"EUR","hors_taxes":false,"quoi":"carte neuve la moins chère en stock (ASUS TURBO) ; une Gigabyte AI TOP est affichée 1 649,95 € avec un délai de plus de 15 jours","vendeur":"LDLC","date":"2026-09-30","source":"https://www.ldlc.com/recherche/radeon%20ai%20pro%20r9700/"},"unites":1,"meilleur_general":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":82.4,"provisoire":false,"version":"allegee_4_bits","memoire_go":18.6},"mis_en_avant_par_fabricant":[{"nom":"DeepSeek R1 Distill Qwen 32B (Q6)","fiche":null,"par":"AMD","source":"https://www.amd.com/fr/products/graphics/workstations/radeon-ai-pro.html"},{"nom":"Mistral Small 3.1 24B Instruct 2503 (Q8)","fiche":null,"par":"AMD","source":"https://www.amd.com/fr/products/graphics/workstations/radeon-ai-pro.html"}],"url":"https://quelleia.com/local/radeon-ai-pro-r9700/","sources":["https://www.amd.com/fr/products/graphics/workstations/radeon-ai-pro.html","https://www.amd.com/fr/products/graphics/workstations/radeon-ai-pro/ai-9000-series/amd-radeon-ai-pro-r9700.html","https://www.amd.com/en/newsroom/press-releases/2025-5-20-amd-introduces-new-radeon-graphics-cards-and-ryzen.html","https://www.ldlc.com/recherche/radeon%20ai%20pro%20r9700/"]},{"id":"radeon-pro-w7900","nom":"Radeon PRO W7900","article":"une Radeon PRO W7900","famille":"carte_graphique","gamme":"Radeon PRO","fabricant":"AMD","etat":"en_vente","palier":"carte_graphique_48_go","memoire_go":48,"utile_go":46,"debit_memoire_go_s":864,"sortie":null,"prix":null,"prix_constate":{"montant":3349.95,"devise":"EUR","hors_taxes":false,"quoi":"Gigabyte Radeon Pro W7900 AI TOP 48G, en rupture de stock","vendeur":"LDLC","date":"2026-09-30","source":"https://www.ldlc.com/recherche/radeon%20pro%20w7900/"},"unites":1,"meilleur_general":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":82.4,"provisoire":false,"version":"allegee_8_bits","memoire_go":32.6},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/radeon-pro-w7900/","sources":["https://www.amd.com/fr/products/graphics/workstations/radeon-pro/w7900.html","https://www.ldlc.com/recherche/radeon%20pro%20w7900/"]},{"id":"radeon-rx-7900-xtx","nom":"Radeon RX 7900 XTX","article":"une Radeon RX 7900 XTX","famille":"carte_graphique","gamme":"Radeon RX série 7000","fabricant":"AMD","etat":"retire","palier":"carte_graphique_24_go","memoire_go":24,"utile_go":22,"debit_memoire_go_s":960,"sortie":"2022-12-13","prix":null,"prix_constate":null,"unites":1,"meilleur_general":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":82.4,"provisoire":false,"version":"allegee_4_bits","memoire_go":18.6},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/radeon-rx-7900-xtx/","sources":["https://www.amd.com/fr/products/graphics/desktops/radeon/7000-series/amd-radeon-rx-7900xtx.html","https://www.ldlc.com/recherche/radeon%20rx%207900%20xtx/","https://www.materiel.net/recherche/radeon%20rx%207900%20xtx/"]},{"id":"intel-arc-pro-b70","nom":"Intel Arc Pro B70","article":"une Intel Arc Pro B70","famille":"carte_graphique","gamme":"Intel Arc Pro série B","fabricant":"Intel","etat":"en_vente","palier":"carte_graphique_32_go","memoire_go":32,"utile_go":30,"debit_memoire_go_s":608,"sortie":"2026-03-25","prix":{"montant":949,"devise":"USD","hors_taxes":false,"quoi":"prix de départ conseillé de la carte de marque Intel (« suggested starting price of $949 »), communiqué du 25 mars 2026 ; Intel ne publie pas de prix en euros","vendeur":null,"date":"2026-03-25","source":"https://www.intel.com/content/www/us/en/newsroom/news/client-computing/intel-core-ultra-series-3-with-vpro-powers-next-gen-pcs-on-18a.html"},"prix_constate":{"montant":1899.95,"devise":"EUR","hors_taxes":false,"quoi":"ASRock Intel Arc Pro B70 Creator 32GB, seule carte proposée, en stock","vendeur":"LDLC","date":"2026-09-30","source":"https://www.ldlc.com/recherche/arc%20pro%20b70/"},"unites":1,"meilleur_general":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":82.4,"provisoire":false,"version":"allegee_4_bits","memoire_go":18.6},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/intel-arc-pro-b70/","sources":["https://www.intel.com/content/www/us/en/products/sku/245797/intel-arc-pro-b70-graphics/specifications.html","https://www.intel.com/content/www/us/en/newsroom/news/client-computing/intel-core-ultra-series-3-with-vpro-powers-next-gen-pcs-on-18a.html","https://www.ldlc.com/recherche/arc%20pro%20b70/","https://github.com/ggml-org/llama.cpp/blob/master/docs/backend/SYCL.md","https://github.com/ollama/ollama/blob/main/docs/gpu.mdx","https://docs.openvino.ai/2026/about-openvino/release-notes-openvino/system-requirements.html"]},{"id":"intel-arc-pro-b65","nom":"Intel Arc Pro B65","article":"une Intel Arc Pro B65","famille":"carte_graphique","gamme":"Intel Arc Pro série B","fabricant":"Intel","etat":"en_vente","palier":"carte_graphique_32_go","memoire_go":32,"utile_go":30,"debit_memoire_go_s":608,"sortie":"2026-04","prix":null,"prix_constate":{"montant":1499.95,"devise":"EUR","hors_taxes":false,"quoi":"ASRock Intel Arc Pro B65 Creator 32GB, seule carte proposée, en stock","vendeur":"LDLC","date":"2026-09-30","source":"https://www.ldlc.com/recherche/arc%20pro%20b65/"},"unites":1,"meilleur_general":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":82.4,"provisoire":false,"version":"allegee_4_bits","memoire_go":18.6},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/intel-arc-pro-b65/","sources":["https://www.intel.com/content/www/us/en/products/sku/245796/intel-arc-pro-b65-graphics/specifications.html","https://www.intel.com/content/www/us/en/newsroom/news/client-computing/intel-core-ultra-series-3-with-vpro-powers-next-gen-pcs-on-18a.html","https://www.ldlc.com/recherche/arc%20pro%20b65/","https://github.com/ggml-org/llama.cpp/blob/master/docs/backend/SYCL.md","https://github.com/ollama/ollama/blob/main/docs/gpu.mdx"]},{"id":"intel-arc-pro-b60-dual-48go","nom":"Intel Arc Pro B60 Dual 48 Go (deux puces)","article":"une Arc Pro B60 Dual de 48 Go, à deux puces","famille":"carte_graphique","gamme":"Intel Arc Pro série B, cartes de partenaires","fabricant":"Intel","etat":"en_vente","palier":"carte_graphique_48_go","memoire_go":48,"utile_go":46,"debit_memoire_go_s":456,"sortie":null,"prix":null,"prix_constate":null,"unites":1,"meilleur_general":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":82.4,"provisoire":false,"version":"allegee_8_bits","memoire_go":32.6},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/intel-arc-pro-b60-dual-48go/","sources":["https://www.maxsun.com/products/intel-arc-pro-b60-dual-48g-turbo","https://www.sparkle.com.tw/en/Pro-B60-Dual-Blower","https://www.ldlc.com/recherche/arc%20pro%20b60%20dual/","https://github.com/ggml-org/llama.cpp/blob/master/docs/backend/SYCL.md"]},{"id":"intel-arc-pro-b60","nom":"Intel Arc Pro B60","article":"une Intel Arc Pro B60","famille":"carte_graphique","gamme":"Intel Arc Pro série B","fabricant":"Intel","etat":"en_vente","palier":"carte_graphique_24_go","memoire_go":24,"utile_go":22,"debit_memoire_go_s":456,"sortie":null,"prix":null,"prix_constate":{"montant":799.95,"devise":"EUR","hors_taxes":false,"quoi":"ASRock Intel Arc Pro B60 Creator 24GB, seule carte proposée, en stock","vendeur":"LDLC","date":"2026-09-30","source":"https://www.ldlc.com/recherche/arc%20pro%20b60/"},"unites":1,"meilleur_general":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":82.4,"provisoire":false,"version":"allegee_4_bits","memoire_go":18.6},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/intel-arc-pro-b60/","sources":["https://www.intel.com/content/www/us/en/products/sku/243916/intel-arc-pro-b60-graphics/specifications.html","https://download.intel.com/newsroom/2025/client-computing/Intel-Arc-Pro-B60-Data-Sheet.pdf","https://www.ldlc.com/recherche/arc%20pro%20b60/","https://github.com/ggml-org/llama.cpp/blob/master/docs/backend/SYCL.md","https://github.com/ollama/ollama/blob/main/docs/gpu.mdx"]},{"id":"intel-arc-pro-b50","nom":"Intel Arc Pro B50","article":"une Intel Arc Pro B50","famille":"carte_graphique","gamme":"Intel Arc Pro série B","fabricant":"Intel","etat":"en_vente","palier":"carte_graphique_16_go","memoire_go":16,"utile_go":14,"debit_memoire_go_s":224,"sortie":"2025-09-03","prix":null,"prix_constate":null,"unites":1,"meilleur_general":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":65.7,"provisoire":false,"version":"allegee_8_bits","memoire_go":11.7},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/intel-arc-pro-b50/","sources":["https://www.intel.com/content/www/us/en/products/sku/242615/intel-arc-pro-b50-graphics/specifications.html","https://download.intel.com/newsroom/2025/client-computing/Intel-Arc-Pro-B-Series-Press-Deck.pdf","https://www.phoronix.com/review/intel-arc-pro-b50-linux","https://www.ldlc.com/recherche/arc%20pro%20b50/","https://www.materiel.net/recherche/arc%20pro%20b50/","https://github.com/ggml-org/llama.cpp/blob/master/docs/backend/SYCL.md"]},{"id":"intel-arc-b580","nom":"Intel Arc B580","article":"une Intel Arc B580","famille":"carte_graphique","gamme":"Intel Arc série B","fabricant":"Intel","etat":"en_vente","palier":"carte_graphique_12_go","memoire_go":12,"utile_go":10,"debit_memoire_go_s":456,"sortie":"2024-12-13","prix":{"montant":249,"devise":"USD","hors_taxes":false,"quoi":"prix client conseillé affiché par la fiche Intel, y compris en français (« Prix client conseillé $249.00 ») ; Intel ne publie pas de prix en euros","vendeur":null,"date":"2026-09-30","source":"https://www.intel.fr/content/www/fr/fr/products/sku/241598/intel-arc-b580-graphics/specifications.html"},"prix_constate":{"montant":429.95,"devise":"EUR","hors_taxes":false,"quoi":"ASRock Intel Arc B580 Challenger 12GB OC, seule carte proposée, en stock","vendeur":"LDLC","date":"2026-09-30","source":"https://www.ldlc.com/recherche/arc%20b580/"},"unites":1,"meilleur_general":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":65.7,"provisoire":false,"version":"allegee_4_bits","memoire_go":6.7},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/intel-arc-b580/","sources":["https://www.intel.com/content/www/us/en/products/sku/241598/intel-arc-b580-graphics/specifications.html","https://www.intel.fr/content/www/fr/fr/products/sku/241598/intel-arc-b580-graphics/specifications.html","https://www.intel.com/content/www/us/en/newsroom/news/intel-launches-arc-b-series-graphics-cards.html","https://www.ldlc.com/recherche/arc%20b580/","https://github.com/ggml-org/llama.cpp/blob/master/docs/backend/SYCL.md","https://github.com/ollama/ollama/blob/main/docs/gpu.mdx","https://docs.openvino.ai/2026/about-openvino/release-notes-openvino/system-requirements.html"]},{"id":"intel-arc-b570","nom":"Intel Arc B570","article":"une Intel Arc B570","famille":"carte_graphique","gamme":"Intel Arc série B","fabricant":"Intel","etat":"en_vente","palier":"carte_graphique_10_go","memoire_go":10,"utile_go":8,"debit_memoire_go_s":380,"sortie":"2025-01-16","prix":{"montant":219,"devise":"USD","hors_taxes":false,"quoi":"prix de départ aux États-Unis annoncé par Intel (« available starting Jan. 16, 2025, from $219 »), communiqué du 3 décembre 2024 ; Intel ne publie pas de prix en euros","vendeur":null,"date":"2024-12-03","source":"https://www.intel.com/content/www/us/en/newsroom/news/intel-launches-arc-b-series-graphics-cards.html"},"prix_constate":{"montant":339.95,"devise":"EUR","hors_taxes":false,"quoi":"ASRock Intel Arc B570 Challenger 10GB OC, seule carte proposée, en stock","vendeur":"LDLC","date":"2026-09-30","source":"https://www.ldlc.com/recherche/arc%20b570/"},"unites":1,"meilleur_general":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":65.7,"provisoire":false,"version":"allegee_4_bits","memoire_go":6.7},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/intel-arc-b570/","sources":["https://www.intel.com/content/www/us/en/products/sku/241676/intel-arc-b570-graphics/specifications.html","https://www.intel.com/content/www/us/en/newsroom/news/intel-launches-arc-b-series-graphics-cards.html","https://www.ldlc.com/recherche/arc%20b570/","https://github.com/ggml-org/llama.cpp/blob/master/docs/backend/SYCL.md","https://github.com/ollama/ollama/blob/main/docs/gpu.mdx"]},{"id":"pc-portable-geforce-rtx-5090","nom":"PC portable avec GeForce RTX 5090","article":"un PC portable avec GeForce RTX 5090","famille":"pc_portable_rtx","gamme":"GeForce RTX série 50 pour PC portable","fabricant":"Nvidia","etat":"en_vente","palier":"pc_portable_rtx_24_go","memoire_go":24,"utile_go":22,"debit_memoire_go_s":896,"sortie":null,"prix":{"montant":6008.16,"devise":"EUR","hors_taxes":false,"quoi":"Lenovo Legion 9i Gen 10 (18 pouces, Core Ultra 9 275HX, 64 Go de mémoire vive, référence 83EYCTO1WWFR2), prix web toutes taxes comprises sur lenovo.com/fr, remise de 15 % sur 7 144 €","vendeur":null,"date":"2026-09-30","source":"https://www.lenovo.com/fr/fr/p/laptops/legion-laptops/legion-9-series/legion-9i-gen-10-18-inch-intel/len101g0043"},"prix_constate":null,"unites":1,"meilleur_general":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":82.4,"provisoire":false,"version":"allegee_4_bits","memoire_go":18.6},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/pc-portable-geforce-rtx-5090/","sources":["https://www.nvidia.com/fr-fr/geforce/laptops/50-series/","https://www.lenovo.com/fr/fr/p/laptops/legion-laptops/legion-9-series/legion-9i-gen-10-18-inch-intel/len101g0043","https://www.lenovo.com/fr/fr/p/laptops/legion-laptops/legion-pro-series/legion-pro-7i-gen-10-16-inch-intel/len101g0039"]},{"id":"pc-portable-geforce-rtx-5080","nom":"PC portable avec GeForce RTX 5080","article":"un PC portable avec GeForce RTX 5080","famille":"pc_portable_rtx","gamme":"GeForce RTX série 50 pour PC portable","fabricant":"Nvidia","etat":"en_vente","palier":"pc_portable_rtx_16_go","memoire_go":16,"utile_go":14,"debit_memoire_go_s":896,"sortie":null,"prix":{"montant":4099.01,"devise":"EUR","hors_taxes":false,"quoi":"Lenovo Legion Pro 7i Gen 10 (16 pouces, Core Ultra 9 275HX, 32 Go de mémoire vive, référence 83F5008KFR), prix toutes taxes comprises sur lenovo.com/fr","vendeur":null,"date":"2026-09-30","source":"https://www.lenovo.com/fr/fr/p/laptops/legion-laptops/legion-pro-series/legion-pro-7i-gen-10-16-inch-intel/len101g0039"},"prix_constate":null,"unites":1,"meilleur_general":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":65.7,"provisoire":false,"version":"allegee_8_bits","memoire_go":11.7},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/pc-portable-geforce-rtx-5080/","sources":["https://www.nvidia.com/fr-fr/geforce/laptops/50-series/","https://www.lenovo.com/fr/fr/p/laptops/legion-laptops/legion-pro-series/legion-pro-7i-gen-10-16-inch-intel/len101g0039"]},{"id":"pc-portable-geforce-rtx-5070-ti","nom":"PC portable avec GeForce RTX 5070 Ti","article":"un PC portable avec GeForce RTX 5070 Ti","famille":"pc_portable_rtx","gamme":"GeForce RTX série 50 pour PC portable","fabricant":"Nvidia","etat":"en_vente","palier":"pc_portable_rtx_12_go","memoire_go":12,"utile_go":10,"debit_memoire_go_s":672,"sortie":null,"prix":{"montant":2736.16,"devise":"EUR","hors_taxes":false,"quoi":"Lenovo Legion Pro 5i Gen 10 (16 pouces, Core Ultra 9 275HX, 16 Go de mémoire vive, référence 83LUCTO1WWFR2), prix web toutes taxes comprises sur lenovo.com/fr, remise de 14 % sur 3 219,01 €","vendeur":null,"date":"2026-09-30","source":"https://www.lenovo.com/fr/fr/p/laptops/legion-laptops/legion-5-series/legion-pro-5i-gen-10-16-inch-intel/len101g0040"},"prix_constate":null,"unites":1,"meilleur_general":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":65.7,"provisoire":false,"version":"allegee_4_bits","memoire_go":6.7},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/pc-portable-geforce-rtx-5070-ti/","sources":["https://www.nvidia.com/fr-fr/geforce/laptops/50-series/","https://www.lenovo.com/fr/fr/p/laptops/legion-laptops/legion-5-series/legion-pro-5i-gen-10-16-inch-intel/len101g0040","https://www.lenovo.com/fr/fr/p/laptops/legion-laptops/legion-pro-series/legion-pro-7i-gen-10-16-inch-intel/len101g0039"]},{"id":"pc-portable-geforce-rtx-5070","nom":"PC portable avec GeForce RTX 5070","article":"un PC portable avec GeForce RTX 5070","famille":"pc_portable_rtx","gamme":"GeForce RTX série 50 pour PC portable","fabricant":"Nvidia","etat":"en_vente","palier":"pc_portable_rtx_8_go","memoire_go":8,"utile_go":6,"debit_memoire_go_s":384,"sortie":null,"prix":{"montant":2899.01,"devise":"EUR","hors_taxes":false,"quoi":"Lenovo Legion Pro 5i 16 (Core i9-14900HX, 32 Go de mémoire vive, RTX 5070 de 8 Go, référence 83NN004SFR), prix toutes taxes comprises sur lenovo.com/fr","vendeur":null,"date":"2026-09-30","source":"https://www.lenovo.com/fr/fr/p/laptops/legion-laptops/legion-5-series/legion-pro-5i-gen-10-16-inch-intel/len101g0040"},"prix_constate":null,"unites":1,"meilleur_general":{"id":"qwen3-5-4b","nom":"Qwen3.5-4B","score":63.1,"provisoire":true,"version":"allegee_8_bits","memoire_go":5.6},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/pc-portable-geforce-rtx-5070/","sources":["https://www.nvidia.com/fr-fr/geforce/laptops/50-series/","https://www.lenovo.com/fr/fr/p/laptops/legion-laptops/legion-5-series/legion-pro-5i-gen-10-16-inch-intel/len101g0040"]},{"id":"pc-portable-geforce-rtx-5060","nom":"PC portable avec GeForce RTX 5060","article":"un PC portable avec GeForce RTX 5060","famille":"pc_portable_rtx","gamme":"GeForce RTX série 50 pour PC portable","fabricant":"Nvidia","etat":"en_vente","palier":"pc_portable_rtx_8_go","memoire_go":8,"utile_go":6,"debit_memoire_go_s":384,"sortie":null,"prix":{"montant":2200.66,"devise":"EUR","hors_taxes":false,"quoi":"Lenovo Legion Pro 5i Gen 10 (16 pouces, Core Ultra 7 255HX, 16 Go de mémoire vive, référence 83F3CTO1WWFR3), prix web toutes taxes comprises sur lenovo.com/fr, remise de 14 % sur 2 589,01 €","vendeur":null,"date":"2026-09-30","source":"https://www.lenovo.com/fr/fr/p/laptops/legion-laptops/legion-5-series/legion-pro-5i-gen-10-16-inch-intel/len101g0040"},"prix_constate":null,"unites":1,"meilleur_general":{"id":"qwen3-5-4b","nom":"Qwen3.5-4B","score":63.1,"provisoire":true,"version":"allegee_8_bits","memoire_go":5.6},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/pc-portable-geforce-rtx-5060/","sources":["https://www.nvidia.com/fr-fr/geforce/laptops/50-series/","https://www.lenovo.com/fr/fr/p/laptops/legion-laptops/legion-5-series/legion-pro-5i-gen-10-16-inch-intel/len101g0040"]},{"id":"pc-portable-geforce-rtx-5050","nom":"PC portable avec GeForce RTX 5050","article":"un PC portable avec GeForce RTX 5050","famille":"pc_portable_rtx","gamme":"GeForce RTX série 50 pour PC portable","fabricant":"Nvidia","etat":"en_vente","palier":"pc_portable_rtx_8_go","memoire_go":8,"utile_go":6,"debit_memoire_go_s":384,"sortie":null,"prix":{"montant":1799,"devise":"EUR","hors_taxes":false,"quoi":"Lenovo LOQ 15 Gen 10 (15 pouces, Ryzen 7 250, 16 Go de mémoire vive, SSD de 512 Go, référence 83JGCTO1WWFR1), prix toutes taxes comprises sur lenovo.com/fr","vendeur":null,"date":"2026-09-30","source":"https://www.lenovo.com/fr/fr/p/laptops/loq-laptops/lenovo-loq-15ahp10/83jgcto1wwfr1"},"prix_constate":null,"unites":1,"meilleur_general":{"id":"qwen3-5-4b","nom":"Qwen3.5-4B","score":63.1,"provisoire":true,"version":"allegee_8_bits","memoire_go":5.6},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/pc-portable-geforce-rtx-5050/","sources":["https://www.nvidia.com/fr-fr/geforce/laptops/50-series/","https://www.lenovo.com/fr/fr/p/laptops/loq-laptops/lenovo-loq-15ahp10/83jgcto1wwfr1"]},{"id":"samsung-galaxy-book6-pro-16","nom":"Samsung Galaxy Book6 Pro 16 pouces, 32 Go","article":"un Samsung Galaxy Book6 Pro 16 pouces de 32 Go","famille":"pc_portable_intel","gamme":"PC portable Intel Core Ultra série 3","fabricant":"Samsung","etat":"en_vente","palier":"pc_portable_intel_32_go","memoire_go":32,"utile_go":18.2,"debit_memoire_go_s":null,"sortie":null,"prix":{"montant":3199,"devise":"EUR","hors_taxes":false,"quoi":"Galaxy Book6 Pro (16 pouces, Core Ultra X7 358H, 32 Go, SSD de 1 To), prix affiché sur samsung.com/fr","vendeur":null,"date":"2026-09-30","source":"https://www.samsung.com/fr/computers/galaxy-book/galaxy-book6-pro-ultra-x7-32gb-1tb-np960xjg-kg2fr/"},"prix_constate":null,"unites":1,"meilleur_general":{"id":"gemma-4-26b-a4b","nom":"Gemma 4 26B A4B","score":72.7,"provisoire":false,"version":"allegee_4_bits","memoire_go":17.9},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/samsung-galaxy-book6-pro-16/","sources":["https://www.samsung.com/fr/computers/galaxy-book/galaxy-book6-pro-ultra-x7-32gb-1tb-np960xjg-kg2fr/","https://www.intel.com/content/www/us/en/products/sku/245527/intel-core-ultra-x7-processor-358h-18m-cache-up-to-4-80-ghz/specifications.html","https://www.intel.com/content/www/us/en/support/articles/000101789/graphics.html","https://frame.work/fr/fr/laptop13pro?tab=specs"]},{"id":"asus-zenbook-a16-2026-snapdragon-x2-48go","nom":"ASUS Zenbook A16 (2026), Snapdragon X2 Elite Extreme, 48 Go","article":"un ASUS Zenbook A16 (2026) à Snapdragon X2 Elite Extreme de 48 Go","famille":"pc_portable_snapdragon","gamme":"PC portable Snapdragon X2 Elite Extreme","fabricant":"ASUS","etat":"en_vente","palier":"pc_portable_snapdragon_48_go","memoire_go":48,"utile_go":11,"debit_memoire_go_s":228,"sortie":null,"prix":null,"prix_constate":{"montant":2499.95,"devise":"EUR","hors_taxes":false,"quoi":"ASUS Zenbook A16 UX3607OA-SQ005W (Snapdragon X2 Elite X2E-94-100, 48 Go, SSD de 1 To), en stock","vendeur":"LDLC","date":"2026-09-30","source":"https://www.ldlc.com/fiche/PB00747102.html"},"unites":1,"meilleur_general":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":65.7,"provisoire":false,"version":"allegee_4_bits","memoire_go":6.7},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/asus-zenbook-a16-2026-snapdragon-x2-48go/","sources":["https://www.asus.com/fr/laptops/for-home/zenbook/asus-zenbook-a16-ux3607/techspec/","https://press.asus.com/news/press-releases/asus-zenbook-a16/","https://www.qualcomm.com/content/dam/qcomm-martech/dm-assets/documents/Snapdragon-X2-Elite-Product-Brief.pdf","https://www.ldlc.com/fiche/PB00747102.html","https://github.com/ggml-org/llama.cpp/blob/master/docs/backend/OPENCL.md","https://lmstudio.ai/docs/app/system-requirements","https://github.com/qualcomm/GenieX"]},{"id":"mac-mini-m6-16go","nom":"Mac mini M6, 16 Go","article":"un Mac mini M6 de 16 Go","famille":"mac","gamme":"Mac mini","fabricant":"Apple","etat":"en_vente","palier":"mac_16_go","memoire_go":16,"utile_go":11.8,"debit_memoire_go_s":153,"sortie":"2026-09-22","prix":{"montant":1049,"devise":"EUR","hors_taxes":false,"quoi":"prix de départ sur apple.com/fr (16 Go, SSD de 256 Go)","vendeur":null,"date":"2026-09-30","source":"https://www.apple.com/fr/shop/buy-mac/mac-mini"},"prix_constate":null,"unites":1,"meilleur_general":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":65.7,"provisoire":false,"version":"allegee_8_bits","memoire_go":11.7},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/mac-mini-m6-16go/","sources":["https://www.apple.com/fr/mac-mini/specs/","https://www.apple.com/fr/shop/buy-mac/mac-mini","https://www.apple.com/newsroom/2026/08/apple-unveils-a-more-powerful-mac-mini-featuring-the-all-new-m6-and-m5-pro/","https://www.apple.com/newsroom/2026/09/the-new-mac-mini-and-mac-studio-are-available-today/"]},{"id":"mac-mini-m6-24go","nom":"Mac mini M6, 24 Go","article":"un Mac mini M6 de 24 Go","famille":"mac","gamme":"Mac mini","fabricant":"Apple","etat":"en_vente","palier":"mac_24_go","memoire_go":24,"utile_go":17.8,"debit_memoire_go_s":170,"sortie":"2026-09-22","prix":null,"prix_constate":null,"unites":1,"meilleur_general":{"id":"voxtral-small","nom":"Voxtral Small","score":68.8,"provisoire":true,"version":"allegee_4_bits","memoire_go":16.6},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/mac-mini-m6-24go/","sources":["https://www.apple.com/fr/mac-mini/specs/","https://www.apple.com/newsroom/2026/08/apple-introduces-m6-and-m5-ultra-for-a-big-leap-in-performance-and-ai-compute/"]},{"id":"mac-mini-m6-32go","nom":"Mac mini M6, 32 Go","article":"un Mac mini M6 de 32 Go","famille":"mac","gamme":"Mac mini","fabricant":"Apple","etat":"en_vente","palier":"mac_32_go","memoire_go":32,"utile_go":23.7,"debit_memoire_go_s":170,"sortie":"2026-09-22","prix":null,"prix_constate":null,"unites":1,"meilleur_general":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":82.4,"provisoire":false,"version":"allegee_4_bits","memoire_go":18.6},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/mac-mini-m6-32go/","sources":["https://www.apple.com/fr/mac-mini/specs/","https://www.apple.com/newsroom/2026/08/apple-introduces-m6-and-m5-ultra-for-a-big-leap-in-performance-and-ai-compute/"]},{"id":"mac-mini-m5-pro-24go","nom":"Mac mini M5 Pro, 24 Go","article":"un Mac mini M5 Pro de 24 Go","famille":"mac","gamme":"Mac mini","fabricant":"Apple","etat":"en_vente","palier":"mac_24_go","memoire_go":24,"utile_go":17.8,"debit_memoire_go_s":307,"sortie":"2026-09-22","prix":{"montant":1999,"devise":"EUR","hors_taxes":false,"quoi":"prix de départ sur apple.com/fr (M5 Pro à CPU 15 cœurs et GPU 16 cœurs, 24 Go, SSD de 512 Go)","vendeur":null,"date":"2026-09-30","source":"https://www.apple.com/fr/shop/buy-mac/mac-mini"},"prix_constate":null,"unites":1,"meilleur_general":{"id":"voxtral-small","nom":"Voxtral Small","score":68.8,"provisoire":true,"version":"allegee_4_bits","memoire_go":16.6},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/mac-mini-m5-pro-24go/","sources":["https://www.apple.com/fr/mac-mini/specs/","https://www.apple.com/fr/shop/buy-mac/mac-mini"]},{"id":"mac-mini-m5-pro-48go","nom":"Mac mini M5 Pro, 48 Go","article":"un Mac mini M5 Pro de 48 Go","famille":"mac","gamme":"Mac mini","fabricant":"Apple","etat":"en_vente","palier":"mac_48_go","memoire_go":48,"utile_go":35.5,"debit_memoire_go_s":307,"sortie":"2026-09-22","prix":null,"prix_constate":null,"unites":1,"meilleur_general":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":82.4,"provisoire":false,"version":"allegee_8_bits","memoire_go":32.6},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/mac-mini-m5-pro-48go/","sources":["https://www.apple.com/fr/mac-mini/specs/"]},{"id":"mac-mini-m5-pro-64go","nom":"Mac mini M5 Pro, 64 Go","article":"un Mac mini M5 Pro de 64 Go","famille":"mac","gamme":"Mac mini","fabricant":"Apple","etat":"en_vente","palier":"mac_64_go","memoire_go":64,"utile_go":47.4,"debit_memoire_go_s":307,"sortie":"2026-09-22","prix":null,"prix_constate":null,"unites":1,"meilleur_general":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":82.4,"provisoire":false,"version":"allegee_8_bits","memoire_go":32.6},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/mac-mini-m5-pro-64go/","sources":["https://www.apple.com/fr/mac-mini/specs/"]},{"id":"mac-studio-m5-max-36go","nom":"Mac Studio M5 Max, 36 Go","article":"un Mac Studio M5 Max de 36 Go","famille":"mac","gamme":"Mac Studio","fabricant":"Apple","etat":"en_vente","palier":"mac_36_go","memoire_go":36,"utile_go":26.6,"debit_memoire_go_s":460,"sortie":"2026-09-22","prix":{"montant":2999,"devise":"EUR","hors_taxes":false,"quoi":"prix de départ sur apple.com/fr (M5 Max à CPU 18 cœurs et GPU 32 cœurs, 36 Go, SSD de 512 Go)","vendeur":null,"date":"2026-09-30","source":"https://www.apple.com/fr/shop/buy-mac/mac-studio"},"prix_constate":null,"unites":1,"meilleur_general":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":82.4,"provisoire":false,"version":"allegee_4_bits","memoire_go":18.6},"mis_en_avant_par_fabricant":[{"nom":"Gemma, Kimi et Mistral","fiche":null,"par":"Apple","source":"https://www.apple.com/fr/mac-studio/"}],"url":"https://quelleia.com/local/mac-studio-m5-max-36go/","sources":["https://www.apple.com/fr/mac-studio/specs/","https://www.apple.com/fr/shop/buy-mac/mac-studio","https://www.apple.com/fr/mac-studio/","https://www.apple.com/newsroom/2026/08/apple-introduces-new-mac-studio-with-m5-max-and-m5-ultra/"]},{"id":"mac-studio-m5-max-48go","nom":"Mac Studio M5 Max, 48 Go","article":"un Mac Studio M5 Max de 48 Go","famille":"mac","gamme":"Mac Studio","fabricant":"Apple","etat":"en_vente","palier":"mac_48_go","memoire_go":48,"utile_go":35.5,"debit_memoire_go_s":614,"sortie":"2026-09-22","prix":null,"prix_constate":null,"unites":1,"meilleur_general":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":82.4,"provisoire":false,"version":"allegee_8_bits","memoire_go":32.6},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/mac-studio-m5-max-48go/","sources":["https://www.apple.com/fr/mac-studio/specs/","https://www.apple.com/fr/shop/buy-mac/mac-studio"]},{"id":"mac-studio-m5-max-64go","nom":"Mac Studio M5 Max, 64 Go","article":"un Mac Studio M5 Max de 64 Go","famille":"mac","gamme":"Mac Studio","fabricant":"Apple","etat":"en_vente","palier":"mac_64_go","memoire_go":64,"utile_go":47.4,"debit_memoire_go_s":614,"sortie":"2026-09-22","prix":null,"prix_constate":null,"unites":1,"meilleur_general":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":82.4,"provisoire":false,"version":"allegee_8_bits","memoire_go":32.6},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/mac-studio-m5-max-64go/","sources":["https://www.apple.com/fr/mac-studio/specs/"]},{"id":"mac-studio-m5-max-128go","nom":"Mac Studio M5 Max, 128 Go","article":"un Mac Studio M5 Max de 128 Go","famille":"mac","gamme":"Mac Studio","fabricant":"Apple","etat":"en_vente","palier":"mac_128_go","memoire_go":128,"utile_go":94.7,"debit_memoire_go_s":614,"sortie":"2026-09-22","prix":null,"prix_constate":null,"unites":1,"meilleur_general":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":82.4,"provisoire":false,"version":"complete_16_bits","memoire_go":62.1},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/mac-studio-m5-max-128go/","sources":["https://www.apple.com/fr/mac-studio/specs/"]},{"id":"mac-studio-m5-ultra-96go","nom":"Mac Studio M5 Ultra, 96 Go","article":"un Mac Studio M5 Ultra de 96 Go","famille":"mac","gamme":"Mac Studio","fabricant":"Apple","etat":"en_vente","palier":"mac_96_go","memoire_go":96,"utile_go":71,"debit_memoire_go_s":1200,"sortie":"2026-09-22","prix":{"montant":6599,"devise":"EUR","hors_taxes":false,"quoi":"prix de départ sur apple.com/fr (M5 Ultra à CPU 30 cœurs et GPU 64 cœurs, 96 Go, SSD de 1 To)","vendeur":null,"date":"2026-09-30","source":"https://www.apple.com/fr/shop/buy-mac/mac-studio"},"prix_constate":null,"unites":1,"meilleur_general":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":82.4,"provisoire":false,"version":"complete_16_bits","memoire_go":62.1},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/mac-studio-m5-ultra-96go/","sources":["https://www.apple.com/fr/mac-studio/specs/","https://www.apple.com/fr/shop/buy-mac/mac-studio"]},{"id":"mac-studio-m5-ultra-256go","nom":"Mac Studio M5 Ultra, 256 Go","article":"un Mac Studio M5 Ultra de 256 Go","famille":"mac","gamme":"Mac Studio","fabricant":"Apple","etat":"en_vente","palier":"mac_256_go","memoire_go":256,"utile_go":189.4,"debit_memoire_go_s":1200,"sortie":"2026-09-22","prix":null,"prix_constate":null,"unites":1,"meilleur_general":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":82.4,"provisoire":false,"version":"complete_16_bits","memoire_go":62.1},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/mac-studio-m5-ultra-256go/","sources":["https://www.apple.com/fr/mac-studio/specs/"]},{"id":"mac-studio-m5-ultra-512go","nom":"Mac Studio M5 Ultra, 512 Go","article":"un Mac Studio M5 Ultra de 512 Go","famille":"mac","gamme":"Mac Studio","fabricant":"Apple","etat":"annonce","palier":"mac_512_go","memoire_go":512,"utile_go":378.9,"debit_memoire_go_s":1200,"sortie":"2026-10","prix":null,"prix_constate":null,"unites":1,"meilleur_general":{"id":"glm-5-3-flash","nom":"GLM-5.3-Flash","score":84.7,"provisoire":false,"version":"allegee_4_bits","memoire_go":220.8},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/mac-studio-m5-ultra-512go/","sources":["https://www.apple.com/fr/mac-studio/specs/","https://www.apple.com/newsroom/2026/09/the-new-mac-mini-and-mac-studio-are-available-today/","https://www.apple.com/fr/shop/buy-mac/mac-studio"]},{"id":"macbook-air-m5","nom":"MacBook Air M5","article":"un MacBook Air M5","famille":"mac","gamme":"MacBook","fabricant":"Apple","etat":"en_vente","palier":"mac_16_go","memoire_go":16,"utile_go":11.8,"debit_memoire_go_s":153,"sortie":null,"prix":{"montant":1399,"devise":"EUR","hors_taxes":false,"quoi":"prix de départ sur apple.com/fr (13 pouces, 16 Go)","vendeur":null,"date":"2026-09-30","source":"https://www.apple.com/fr/shop/buy-mac/macbook-air"},"prix_constate":null,"unites":1,"meilleur_general":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":65.7,"provisoire":false,"version":"allegee_8_bits","memoire_go":11.7},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/macbook-air-m5/","sources":["https://www.apple.com/fr/macbook-air/specs/","https://www.apple.com/fr/shop/buy-mac/macbook-air"]},{"id":"macbook-pro-m5","nom":"MacBook Pro 14 pouces M5","article":"un MacBook Pro 14 pouces M5","famille":"mac","gamme":"MacBook","fabricant":"Apple","etat":"en_vente","palier":"mac_16_go","memoire_go":16,"utile_go":11.8,"debit_memoire_go_s":153,"sortie":null,"prix":{"montant":2199,"devise":"EUR","hors_taxes":false,"quoi":"prix de départ sur apple.com/fr","vendeur":null,"date":"2026-09-30","source":"https://www.apple.com/fr/shop/buy-mac/macbook-pro"},"prix_constate":null,"unites":1,"meilleur_general":{"id":"qwen3-5-9b","nom":"Qwen3.5-9B","score":65.7,"provisoire":false,"version":"allegee_8_bits","memoire_go":11.7},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/macbook-pro-m5/","sources":["https://www.apple.com/fr/macbook-pro/specs/","https://www.apple.com/fr/shop/buy-mac/macbook-pro"]},{"id":"macbook-pro-m5-pro","nom":"MacBook Pro M5 Pro","article":"un MacBook Pro M5 Pro","famille":"mac","gamme":"MacBook","fabricant":"Apple","etat":"en_vente","palier":"mac_24_go","memoire_go":24,"utile_go":17.8,"debit_memoire_go_s":307,"sortie":null,"prix":{"montant":2899,"devise":"EUR","hors_taxes":false,"quoi":"prix de départ sur apple.com/fr (14 pouces, M5 Pro à CPU 15 cœurs et GPU 16 cœurs)","vendeur":null,"date":"2026-09-30","source":"https://www.apple.com/fr/shop/buy-mac/macbook-pro"},"prix_constate":null,"unites":1,"meilleur_general":{"id":"voxtral-small","nom":"Voxtral Small","score":68.8,"provisoire":true,"version":"allegee_4_bits","memoire_go":16.6},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/macbook-pro-m5-pro/","sources":["https://www.apple.com/fr/macbook-pro/specs/","https://www.apple.com/fr/shop/buy-mac/macbook-pro"]},{"id":"macbook-pro-m5-max","nom":"MacBook Pro M5 Max","article":"un MacBook Pro M5 Max","famille":"mac","gamme":"MacBook","fabricant":"Apple","etat":"en_vente","palier":"mac_36_go","memoire_go":36,"utile_go":26.6,"debit_memoire_go_s":460,"sortie":null,"prix":{"montant":4799,"devise":"EUR","hors_taxes":false,"quoi":"prix de départ sur apple.com/fr (14 pouces, M5 Max à CPU 18 cœurs et GPU 32 cœurs)","vendeur":null,"date":"2026-09-30","source":"https://www.apple.com/fr/shop/buy-mac/macbook-pro"},"prix_constate":null,"unites":1,"meilleur_general":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":82.4,"provisoire":false,"version":"allegee_4_bits","memoire_go":18.6},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/macbook-pro-m5-max/","sources":["https://www.apple.com/fr/macbook-pro/specs/","https://www.apple.com/fr/shop/buy-mac/macbook-pro"]},{"id":"ryzen-ai-max-385-32go","nom":"Ryzen AI Max 385, 32 Go","article":"une machine à Ryzen AI Max 385 de 32 Go","famille":"ryzen_ai_max","gamme":"Ryzen AI Max série 300","fabricant":"AMD","etat":"en_vente","palier":"ryzen_ai_max_32_go","memoire_go":32,"utile_go":24,"debit_memoire_go_s":null,"sortie":null,"prix":{"montant":1429,"devise":"EUR","hors_taxes":false,"quoi":"Framework Desktop à monter soi-même, Max 385 et 32 Go, sans stockage ni système, prix affiché sur frame.work/fr","vendeur":null,"date":"2026-09-30","source":"https://frame.work/fr/fr/products/desktop-diy-amd-aimax300/configuration/new"},"prix_constate":null,"unites":1,"meilleur_general":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":82.4,"provisoire":false,"version":"allegee_4_bits","memoire_go":18.6},"mis_en_avant_par_fabricant":[{"nom":"Qwen3.8-27B (UD-Q4_K_XL)","fiche":"https://quelleia.com/modeles/qwen-3-8-27b/","par":"Framework","source":"https://frame.work/fr/fr/desktop"}],"url":"https://quelleia.com/local/ryzen-ai-max-385-32go/","sources":["https://frame.work/fr/fr/products/desktop-diy-amd-aimax300/configuration/new","https://frame.work/fr/fr/desktop"]},{"id":"ryzen-ai-max-plus-395-64go","nom":"Ryzen AI Max+ 395, 64 Go","article":"une machine à Ryzen AI Max+ 395 de 64 Go","famille":"ryzen_ai_max","gamme":"Ryzen AI Max série 300","fabricant":"AMD","etat":"en_vente","palier":"ryzen_ai_max_64_go","memoire_go":64,"utile_go":48,"debit_memoire_go_s":null,"sortie":null,"prix":{"montant":2209,"devise":"EUR","hors_taxes":false,"quoi":"Framework Desktop à monter soi-même, Max+ 395 et 64 Go, sans stockage ni système, prix affiché sur frame.work/fr","vendeur":null,"date":"2026-09-30","source":"https://frame.work/fr/fr/products/desktop-diy-amd-aimax300/configuration/new"},"prix_constate":null,"unites":1,"meilleur_general":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":82.4,"provisoire":false,"version":"allegee_8_bits","memoire_go":32.6},"mis_en_avant_par_fabricant":[{"nom":"Qwen3.5-122B-A10B (Q3_K_S)","fiche":"https://quelleia.com/modeles/qwen3-5-122b-a10b/","par":"Framework","source":"https://frame.work/fr/fr/desktop"}],"url":"https://quelleia.com/local/ryzen-ai-max-plus-395-64go/","sources":["https://www.amd.com/fr/products/processors/laptop/ryzen/ai-300-series/amd-ryzen-ai-max-plus-395.html","https://frame.work/fr/fr/products/desktop-diy-amd-aimax300/configuration/new","https://www.gmktec.com/products/amd-ryzen%E2%84%A2-ai-max-395-evo-x2-ai-mini-pc","https://frame.work/fr/fr/desktop"]},{"id":"ryzen-ai-max-plus-395-128go","nom":"Ryzen AI Max+ 395, 128 Go","article":"une machine à Ryzen AI Max+ 395 de 128 Go","famille":"ryzen_ai_max","gamme":"Ryzen AI Max série 300","fabricant":"AMD","etat":"en_vente","palier":"ryzen_ai_max_128_go","memoire_go":128,"utile_go":96,"debit_memoire_go_s":null,"sortie":null,"prix":{"montant":3889,"devise":"EUR","hors_taxes":false,"quoi":"Framework Desktop à monter soi-même, Max+ 395 et 128 Go, sans stockage ni système, prix affiché sur frame.work/fr","vendeur":null,"date":"2026-09-30","source":"https://frame.work/fr/fr/products/desktop-diy-amd-aimax300/configuration/new"},"prix_constate":null,"unites":1,"meilleur_general":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":82.4,"provisoire":false,"version":"complete_16_bits","memoire_go":62.1},"mis_en_avant_par_fabricant":[{"nom":"GPT-OSS 120B","fiche":"https://quelleia.com/modeles/gpt-oss-120b/","par":"AMD","source":"https://www.amd.com/ryzenaihalo"},{"nom":"Qwen 3.5 122B-A10B","fiche":"https://quelleia.com/modeles/qwen3-5-122b-a10b/","par":"AMD","source":"https://www.amd.com/ryzenaihalo"},{"nom":"Qwen 3.6 35B-A3B","fiche":null,"par":"AMD","source":"https://www.amd.com/ryzenaihalo"},{"nom":"GLM 4.7 Flash 30B-A3B","fiche":"https://quelleia.com/modeles/glm-4-7-flash/","par":"AMD","source":"https://www.amd.com/ryzenaihalo"},{"nom":"DeepSeek V4 Flash 0731 (UD-IQ2_XXS)","fiche":"https://quelleia.com/modeles/deepseek-v4-flash-0731/","par":"Framework","source":"https://frame.work/fr/fr/desktop"}],"url":"https://quelleia.com/local/ryzen-ai-max-plus-395-128go/","sources":["https://www.amd.com/fr/products/processors/laptop/ryzen/ai-300-series/amd-ryzen-ai-max-plus-395.html","https://www.amd.com/fr/products/processors/laptop/ryzen-pro/ai-max-pro-300-series/amd-ryzen-ai-max-plus-pro-395.html","https://www.amd.com/ryzenaihalo","https://www.amd.com/en/blogs/2026/how-amd-ryzen-ai-max-pro-400-series-processors-bring-local-agentic-ai-to-business-customers.html","https://www.amd.com/en/blogs/2026/amd-powers-next-generation-agent-computers-with-new-ryzen-ai-hal.html","https://frame.work/fr/fr/products/desktop-diy-amd-aimax300/configuration/new","https://frame.work/fr/fr/desktop","https://www.hp.com/us-en/workstations/zbook-ultra.html","https://rog.asus.com/fr/laptops/rog-flow/rog-flow-z13-2025/spec/"]},{"id":"ryzen-ai-max-plus-pro-495-192go","nom":"Ryzen AI Max+ PRO 495, 192 Go","article":"une machine à Ryzen AI Max+ PRO 495 de 192 Go","famille":"ryzen_ai_max","gamme":"Ryzen AI Max série 400","fabricant":"AMD","etat":"en_vente","palier":"ryzen_ai_max_192_go","memoire_go":192,"utile_go":160,"debit_memoire_go_s":null,"sortie":"2026-09-28","prix":{"montant":7659,"devise":"EUR","hors_taxes":false,"quoi":"Framework Desktop à monter soi-même, Max+ PRO 495 et 192 Go, sans stockage ni système, en précommande sur frame.work/fr (premier lot expédié en novembre)","vendeur":null,"date":"2026-09-30","source":"https://frame.work/fr/fr/products/desktop-diy-amd-aimax400/configuration/new"},"prix_constate":null,"unites":1,"meilleur_general":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":82.4,"provisoire":false,"version":"complete_16_bits","memoire_go":62.1},"mis_en_avant_par_fabricant":[{"nom":"DeepSeek V4.1 Flash (Q2)","fiche":"https://quelleia.com/modeles/deepseek-v4-1-flash/","par":"Framework","source":"https://frame.work/fr/fr/desktop"}],"url":"https://quelleia.com/local/ryzen-ai-max-plus-pro-495-192go/","sources":["https://www.amd.com/fr/products/processors/laptop/ryzen-pro/ai-max-pro-400-series/amd-ryzen-ai-max-plus-pro-495.html","https://www.amd.com/en/blogs/2026/amd-powers-next-generation-agent-computers-with-new-ryzen-ai-hal.html","https://www.amd.com/en/blogs/2026/how-amd-ryzen-ai-max-pro-400-series-processors-bring-local-agentic-ai-to-business-customers.html","https://frame.work/fr/fr/products/desktop-diy-amd-aimax400/configuration/new","https://frame.work/fr/fr/desktop"]},{"id":"asus-rog-flow-z13-2025","nom":"ASUS ROG Flow Z13 (2025)","article":"une tablette ASUS ROG Flow Z13 (2025)","famille":"ryzen_ai_max","gamme":"Tablette Ryzen AI Max série 300","fabricant":"ASUS","etat":"en_vente","palier":"ryzen_ai_max_32_go","memoire_go":32,"utile_go":24,"debit_memoire_go_s":null,"sortie":null,"prix":{"montant":2499.99,"devise":"EUR","hors_taxes":false,"quoi":"prix de départ affiché sur rog.asus.com/fr (« Prix ASUS estore à partir de »), en promotion sur 3 199,99 € ; la page ne dit pas à quelle configuration il correspond","vendeur":null,"date":"2026-09-30","source":"https://rog.asus.com/fr/laptops/rog-flow/rog-flow-z13-2025/"},"prix_constate":null,"unites":1,"meilleur_general":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":82.4,"provisoire":false,"version":"allegee_4_bits","memoire_go":18.6},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/asus-rog-flow-z13-2025/","sources":["https://rog.asus.com/fr/laptops/rog-flow/rog-flow-z13-2025/spec/","https://rog.asus.com/fr/laptops/rog-flow/rog-flow-z13-2025/"]},{"id":"hp-zbook-ultra-g1a","nom":"HP ZBook Ultra G1a, Ryzen AI Max+ PRO 395, 128 Go","article":"un HP ZBook Ultra G1a à Ryzen AI Max+ PRO 395 de 128 Go","famille":"ryzen_ai_max","gamme":"PC portable Ryzen AI Max PRO série 300","fabricant":"HP","etat":"en_vente","palier":"ryzen_ai_max_128_go","memoire_go":128,"utile_go":96,"debit_memoire_go_s":null,"sortie":null,"prix":{"montant":6995.95,"devise":"EUR","hors_taxes":false,"quoi":"station de travail mobile HP ZBook Ultra G1a 14 pouces (Ryzen AI Max+ PRO 395, 128 Go, SSD de 2 To, référence A3ZU9ET#ABF), en stock, TVA incluse, sur hp.com/fr","vendeur":null,"date":"2026-09-30","source":"https://www.hp.com/fr-fr/shop/products/laptops/station-de-travail-mobile-hp-zbook-ultra-14-pouces-g1a-a3zu9et-abf"},"prix_constate":null,"unites":1,"meilleur_general":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":82.4,"provisoire":false,"version":"complete_16_bits","memoire_go":62.1},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/hp-zbook-ultra-g1a/","sources":["https://www.hp.com/fr-fr/shop/products/laptops/station-de-travail-mobile-hp-zbook-ultra-14-pouces-g1a-a3zu9et-abf","https://www.hp.com/fr-fr/shop/listings/laptops?formfactor=mobile-workstations","https://www.hp.com/us-en/workstations/zbook-ultra.html"]},{"id":"dgx-spark","nom":"Nvidia DGX Spark","article":"un DGX Spark","famille":"nvidia","gamme":"Nvidia DGX","fabricant":"Nvidia","etat":"en_vente","palier":"dgx_spark","memoire_go":128,"utile_go":112,"debit_memoire_go_s":273,"sortie":"2025-10-15","prix":{"montant":4699,"devise":"USD","hors_taxes":false,"quoi":"prix conseillé de la Founders Edition, relevé de 3 999 $ à 4 699 $ en février 2026 pour cause de pénurie de mémoire","vendeur":null,"date":"2026-02-25","source":"https://forums.developer.nvidia.com/t/2-23-2026-price-change-announcement/361713"},"prix_constate":{"montant":6099.95,"devise":"EUR","hors_taxes":false,"quoi":"PNY NVIDIA DGX Spark, 128 Go et 4 To, délai de plus de 15 jours","vendeur":"LDLC","date":"2026-09-30","source":"https://www.ldlc.com/recherche/dgx%20spark/"},"unites":1,"meilleur_general":{"id":"qwen-3-8-27b","nom":"Qwen 3.8 27B","score":82.4,"provisoire":false,"version":"complete_16_bits","memoire_go":62.1},"mis_en_avant_par_fabricant":[{"nom":"Qwen3.6-35B","fiche":null,"par":"Nvidia","source":"https://developer.nvidia.com/blog/run-local-ai-agents-with-faster-models-and-multi-node-clustering-on-nvidia-dgx-spark/"},{"nom":"Qwen3.8-Flash-Next","fiche":"https://quelleia.com/modeles/qwen3-8-flash-next/","par":"Nvidia","source":"https://blogs.nvidia.com/blog/local-ai-ifa-next-gen-agents-nv-pair-rtx-spark/"},{"nom":"Nemotron 3.5 Lightning","fiche":"https://quelleia.com/modeles/nemotron-3-5-lightning/","par":"Nvidia","source":"https://blogs.nvidia.com/blog/local-ai-ifa-next-gen-agents-nv-pair-rtx-spark/"},{"nom":"Muse Glimmer","fiche":"https://quelleia.com/modeles/muse-glimmer-30b/","par":"Nvidia","source":"https://blogs.nvidia.com/blog/local-ai-ifa-next-gen-agents-nv-pair-rtx-spark/"}],"url":"https://quelleia.com/local/dgx-spark/","sources":["https://www.nvidia.com/fr-fr/products/workstations/dgx-spark/","https://www.nvidia.com/en-us/products/workstations/dgx-spark/","https://forums.developer.nvidia.com/t/2-23-2026-price-change-announcement/361713","https://developer.nvidia.com/blog/run-local-ai-agents-with-faster-models-and-multi-node-clustering-on-nvidia-dgx-spark/","https://blogs.nvidia.com/blog/local-ai-ifa-next-gen-agents-nv-pair-rtx-spark/","https://www.ldlc.com/recherche/dgx%20spark/","https://pi3g.com/nvidia-dgx-spark-price/"]},{"id":"dgx-spark-x2","nom":"Deux DGX Spark en grappe","article":"deux DGX Spark en grappe","famille":"nvidia","gamme":"Nvidia DGX","fabricant":"Nvidia","etat":"en_vente","palier":"dgx_spark_x2","memoire_go":256,"utile_go":224,"debit_memoire_go_s":null,"sortie":null,"prix":{"montant":4699,"devise":"USD","hors_taxes":false,"quoi":"prix conseillé de la Founders Edition, relevé de 3 999 $ à 4 699 $ en février 2026 pour cause de pénurie de mémoire","vendeur":null,"date":"2026-02-25","source":"https://forums.developer.nvidia.com/t/2-23-2026-price-change-announcement/361713"},"prix_constate":{"montant":6099.95,"devise":"EUR","hors_taxes":false,"quoi":"PNY NVIDIA DGX Spark, 128 Go et 4 To, délai de plus de 15 jours","vendeur":"LDLC","date":"2026-09-30","source":"https://www.ldlc.com/recherche/dgx%20spark/"},"unites":2,"meilleur_general":{"id":"glm-5-3-flash","nom":"GLM-5.3-Flash","score":84.7,"provisoire":false,"version":"allegee_4_bits","memoire_go":220.8},"mis_en_avant_par_fabricant":[{"nom":"DeepSeek v4 Flash","fiche":"https://quelleia.com/modeles/deepseek-v4-flash/","par":"Nvidia","source":"https://blogs.nvidia.com/blog/local-ai-ifa-next-gen-agents-nv-pair-rtx-spark/"}],"url":"https://quelleia.com/local/dgx-spark-x2/","sources":["https://developer.nvidia.com/blog/run-local-ai-agents-with-faster-models-and-multi-node-clustering-on-nvidia-dgx-spark/","https://blogs.nvidia.com/blog/local-ai-ifa-next-gen-agents-nv-pair-rtx-spark/","https://www.ldlc.com/recherche/dgx%20spark/"]},{"id":"dgx-spark-x4","nom":"Quatre DGX Spark en grappe","article":"quatre DGX Spark en grappe","famille":"nvidia","gamme":"Nvidia DGX","fabricant":"Nvidia","etat":"en_vente","palier":"dgx_spark_x4","memoire_go":512,"utile_go":448,"debit_memoire_go_s":null,"sortie":null,"prix":{"montant":4699,"devise":"USD","hors_taxes":false,"quoi":"prix conseillé de la Founders Edition, relevé de 3 999 $ à 4 699 $ en février 2026 pour cause de pénurie de mémoire","vendeur":null,"date":"2026-02-25","source":"https://forums.developer.nvidia.com/t/2-23-2026-price-change-announcement/361713"},"prix_constate":{"montant":6099.95,"devise":"EUR","hors_taxes":false,"quoi":"PNY NVIDIA DGX Spark, 128 Go et 4 To, délai de plus de 15 jours","vendeur":"LDLC","date":"2026-09-30","source":"https://www.ldlc.com/recherche/dgx%20spark/"},"unites":4,"meilleur_general":{"id":"deepseek-v4-1-flash","nom":"DeepSeek V4.1 Flash","score":87.3,"provisoire":false,"version":"allegee_4_bits","memoire_go":380.9},"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/dgx-spark-x4/","sources":["https://developer.nvidia.com/blog/run-local-ai-agents-with-faster-models-and-multi-node-clustering-on-nvidia-dgx-spark/","https://www.nvidia.com/en-us/products/workstations/dgx-spark/","https://www.ldlc.com/recherche/dgx%20spark/"]},{"id":"dgx-station","nom":"Nvidia DGX Station","article":"une DGX Station","famille":"nvidia","gamme":"Nvidia DGX","fabricant":"Nvidia","etat":"en_vente","palier":"dgx_station","memoire_go":252,"utile_go":252,"debit_memoire_go_s":null,"sortie":null,"prix":null,"prix_constate":{"montant":88000,"devise":"EUR","hors_taxes":true,"quoi":"Supermicro Super AI Station GB300 chez le revendeur allemand pi3g, prix indicatif hors taxes et hors livraison, délai de 8 à 16 semaines","vendeur":"pi3g","date":"2026-09-14","source":"https://pi3g.com/?p=31780"},"unites":1,"meilleur_general":{"id":"glm-5-3-flash","nom":"GLM-5.3-Flash","score":84.7,"provisoire":false,"version":"allegee_4_bits","memoire_go":220.8},"mis_en_avant_par_fabricant":[{"nom":"GLM-5.3-Flash","fiche":"https://quelleia.com/modeles/glm-5-3-flash/","par":"Nvidia","source":"https://blogs.nvidia.com/blog/local-ai-ifa-next-gen-agents-nv-pair-rtx-spark/"},{"nom":"Qwen3.8-Flash-Next","fiche":"https://quelleia.com/modeles/qwen3-8-flash-next/","par":"Nvidia","source":"https://blogs.nvidia.com/blog/local-ai-ifa-next-gen-agents-nv-pair-rtx-spark/"},{"nom":"DeepSeek v4 Flash","fiche":"https://quelleia.com/modeles/deepseek-v4-flash/","par":"Nvidia","source":"https://blogs.nvidia.com/blog/local-ai-ifa-next-gen-agents-nv-pair-rtx-spark/"},{"nom":"Muse Glimmer","fiche":"https://quelleia.com/modeles/muse-glimmer-30b/","par":"Nvidia","source":"https://blogs.nvidia.com/blog/local-ai-ifa-next-gen-agents-nv-pair-rtx-spark/"}],"url":"https://quelleia.com/local/dgx-station/","sources":["https://www.nvidia.com/en-us/products/workstations/dgx-station/","https://www.nvidia.com/en-us/products/workstations/dgx-station-for-windows/","https://www.nvidia.com/fr-fr/products/workstations/dgx-station/","https://blogs.nvidia.com/blog/local-ai-ifa-next-gen-agents-nv-pair-rtx-spark/","https://www.tomshardware.com/desktops/nvidias-gb300-powered-dgx-station-desktop-tower-listed-for-nearly-usd100-000-online-enterprise-ai-powerhouse-now-available-to-buy-for-mere-mortals-with-lots-of-cash","https://pi3g.com/?p=31780"]},{"id":"rtx-spark","nom":"Nvidia RTX Spark","article":"un PC à puce RTX Spark","famille":"nvidia","gamme":"Nvidia RTX Spark","fabricant":"Nvidia","etat":"annonce","palier":null,"memoire_go":null,"utile_go":null,"debit_memoire_go_s":null,"sortie":"2026-10","prix":null,"prix_constate":null,"unites":1,"meilleur_general":null,"mis_en_avant_par_fabricant":[],"url":"https://quelleia.com/local/rtx-spark/","sources":["https://www.nvidia.com/en-us/products/rtx-spark/","https://nvidianews.nvidia.com/news/nvidia-microsoft-windows-pcs-agents-rtx-spark","https://blogs.nvidia.com/blog/local-ai-ifa-next-gen-agents-nv-pair-rtx-spark/","https://developer.nvidia.com/topics/ai/local-ai"]}],"escaliers":{"general":[{"modele":"qwen3-5-4b","score":63.1,"provisoire":true,"paliers":["carte_graphique_8_go","pc_portable_rtx_8_go"],"gain":null,"ex_aequo_precedente":false},{"modele":"qwen3-5-9b","score":65.7,"provisoire":false,"paliers":["carte_graphique_10_go","carte_graphique_12_go","pc_portable_rtx_12_go","portable_16_go","pc_portable_snapdragon_48_go","mac_16_go","carte_graphique_16_go","pc_portable_rtx_16_go"],"gain":2.6000000000000014,"ex_aequo_precedente":true},{"modele":"voxtral-small","score":68.8,"provisoire":true,"paliers":["mac_24_go"],"gain":3.0999999999999943,"ex_aequo_precedente":true},{"modele":"gemma-4-26b-a4b","score":72.7,"provisoire":false,"paliers":["pc_portable_intel_32_go"],"gain":3.9000000000000057,"ex_aequo_precedente":true},{"modele":"qwen-3-8-27b","score":82.4,"provisoire":false,"paliers":["carte_graphique_24_go","pc_portable_rtx_24_go","mac_32_go","ryzen_ai_max_32_go","mac_36_go","carte_graphique_32_go","mac_48_go","carte_graphique_48_go","mac_64_go","ryzen_ai_max_64_go","mac_96_go","carte_graphique_96_go","mac_128_go","ryzen_ai_max_128_go","dgx_spark","ryzen_ai_max_192_go","mac_256_go"],"gain":9.700000000000003,"ex_aequo_precedente":false},{"modele":"glm-5-3-flash","score":84.7,"provisoire":false,"paliers":["dgx_spark_x2","dgx_station","mac_512_go"],"gain":2.299999999999997,"ex_aequo_precedente":true},{"modele":"deepseek-v4-1-flash","score":87.3,"provisoire":false,"paliers":["dgx_spark_x4"],"gain":2.5999999999999943,"ex_aequo_precedente":true}],"code":[{"modele":"qwen3-8b","score":52.9,"provisoire":true,"paliers":["carte_graphique_8_go","pc_portable_rtx_8_go"],"gain":null,"ex_aequo_precedente":false},{"modele":"qwen3-5-9b","score":59.9,"provisoire":true,"paliers":["carte_graphique_10_go","carte_graphique_12_go","pc_portable_rtx_12_go"],"gain":7,"ex_aequo_precedente":true},{"modele":"qwen3-14b","score":61.8,"provisoire":true,"paliers":["portable_16_go","pc_portable_snapdragon_48_go","mac_16_go","carte_graphique_16_go","pc_portable_rtx_16_go","mac_24_go"],"gain":1.8999999999999986,"ex_aequo_precedente":true},{"modele":"gemma-4-26b-a4b","score":68.3,"provisoire":true,"paliers":["pc_portable_intel_32_go"],"gain":6.5,"ex_aequo_precedente":true},{"modele":"qwen-3-8-27b","score":81.1,"provisoire":true,"paliers":["carte_graphique_24_go","pc_portable_rtx_24_go","mac_32_go","ryzen_ai_max_32_go","mac_36_go","carte_graphique_32_go","mac_48_go","carte_graphique_48_go","mac_64_go","ryzen_ai_max_64_go","mac_96_go","carte_graphique_96_go","mac_128_go","ryzen_ai_max_128_go","dgx_spark","ryzen_ai_max_192_go","mac_256_go"],"gain":12.799999999999997,"ex_aequo_precedente":true},{"modele":"glm-5-3-flash","score":88.9,"provisoire":false,"paliers":["dgx_spark_x2","dgx_station","mac_512_go","dgx_spark_x4"],"gain":7.800000000000011,"ex_aequo_precedente":true}],"raisonnement":[{"modele":"qwen3-4b","score":53.4,"provisoire":true,"paliers":["carte_graphique_8_go","pc_portable_rtx_8_go"],"gain":null,"ex_aequo_precedente":false},{"modele":"qwen3-5-9b","score":64.9,"provisoire":true,"paliers":["carte_graphique_10_go","carte_graphique_12_go","pc_portable_rtx_12_go","portable_16_go","pc_portable_snapdragon_48_go","mac_16_go","carte_graphique_16_go","pc_portable_rtx_16_go","mac_24_go"],"gain":11.500000000000007,"ex_aequo_precedente":false},{"modele":"gemma-4-26b-a4b","score":68.3,"provisoire":true,"paliers":["pc_portable_intel_32_go"],"gain":3.3999999999999915,"ex_aequo_precedente":true},{"modele":"qwen-3-8-27b","score":81.6,"provisoire":true,"paliers":["carte_graphique_24_go","pc_portable_rtx_24_go","mac_32_go","ryzen_ai_max_32_go","mac_36_go","carte_graphique_32_go","mac_48_go","carte_graphique_48_go","mac_64_go","ryzen_ai_max_64_go","mac_96_go","carte_graphique_96_go","mac_128_go","ryzen_ai_max_128_go","dgx_spark","ryzen_ai_max_192_go","mac_256_go"],"gain":13.299999999999997,"ex_aequo_precedente":false},{"modele":"inkling-small","score":82.4,"provisoire":false,"paliers":["dgx_spark_x2","dgx_station","mac_512_go"],"gain":0.8000000000000114,"ex_aequo_precedente":true},{"modele":"deepseek-v4-1-flash","score":85.5,"provisoire":true,"paliers":["dgx_spark_x4"],"gain":3.0999999999999943,"ex_aequo_precedente":true}],"agents":[{"modele":"llama-3-1-8b","score":31.5,"provisoire":true,"paliers":["carte_graphique_8_go","pc_portable_rtx_8_go","carte_graphique_10_go"],"gain":null,"ex_aequo_precedente":false},{"modele":"phi-4","score":40.3,"provisoire":true,"paliers":["carte_graphique_12_go","pc_portable_rtx_12_go","portable_16_go","pc_portable_snapdragon_48_go","mac_16_go","carte_graphique_16_go","pc_portable_rtx_16_go","mac_24_go","pc_portable_intel_32_go","carte_graphique_24_go","pc_portable_rtx_24_go","mac_32_go","ryzen_ai_max_32_go","mac_36_go","carte_graphique_32_go","mac_48_go","carte_graphique_48_go","mac_64_go","ryzen_ai_max_64_go"],"gain":8.799999999999997,"ex_aequo_precedente":true},{"modele":"llama-3-1-70b","score":53.7,"provisoire":true,"paliers":["mac_96_go"],"gain":13.400000000000006,"ex_aequo_precedente":true},{"modele":"gpt-oss-120b","score":57.6,"provisoire":true,"paliers":["carte_graphique_96_go","mac_128_go","ryzen_ai_max_128_go","dgx_spark"],"gain":3.8999999999999986,"ex_aequo_precedente":true},{"modele":"minimax-m2","score":71.9,"provisoire":true,"paliers":["ryzen_ai_max_192_go","mac_256_go"],"gain":14.300000000000004,"ex_aequo_precedente":true},{"modele":"glm-5-3-flash","score":88.9,"provisoire":true,"paliers":["dgx_spark_x2","dgx_station","mac_512_go","dgx_spark_x4"],"gain":17,"ex_aequo_precedente":false}],"usage":[{"modele":"molmo-2-8b","score":51.3,"provisoire":false,"paliers":["carte_graphique_8_go","pc_portable_rtx_8_go","carte_graphique_10_go"],"gain":null,"ex_aequo_precedente":false},{"modele":"gemma-3-12b","score":51.8,"provisoire":false,"paliers":["carte_graphique_12_go","pc_portable_rtx_12_go","portable_16_go","pc_portable_snapdragon_48_go","mac_16_go","carte_graphique_16_go","pc_portable_rtx_16_go"],"gain":0.5,"ex_aequo_precedente":true},{"modele":"mistral-small-3-2","score":57.6,"provisoire":false,"paliers":["mac_24_go"],"gain":5.800000000000004,"ex_aequo_precedente":true},{"modele":"gemma-4-26b-a4b","score":75.1,"provisoire":false,"paliers":["pc_portable_intel_32_go"],"gain":17.499999999999993,"ex_aequo_precedente":false},{"modele":"qwen-3-8-27b","score":80.6,"provisoire":false,"paliers":["carte_graphique_24_go","pc_portable_rtx_24_go","mac_32_go","ryzen_ai_max_32_go","mac_36_go","carte_graphique_32_go","mac_48_go","carte_graphique_48_go","mac_64_go","ryzen_ai_max_64_go","mac_96_go","carte_graphique_96_go","mac_128_go","ryzen_ai_max_128_go","dgx_spark","ryzen_ai_max_192_go","mac_256_go"],"gain":5.5,"ex_aequo_precedente":true},{"modele":"glm-5-3-flash","score":85.5,"provisoire":false,"paliers":["dgx_spark_x2","dgx_station","mac_512_go"],"gain":4.900000000000006,"ex_aequo_precedente":true},{"modele":"deepseek-v4-1-flash","score":86.8,"provisoire":false,"paliers":["dgx_spark_x4"],"gain":1.2999999999999972,"ex_aequo_precedente":true}],"francais":[{"modele":"lfm-2-8b-a1b","score":62.8,"provisoire":true,"paliers":["carte_graphique_8_go","pc_portable_rtx_8_go","carte_graphique_10_go"],"gain":null,"ex_aequo_precedente":false},{"modele":"ministral-3-14b","score":64.6,"provisoire":false,"paliers":["carte_graphique_12_go","pc_portable_rtx_12_go","portable_16_go","pc_portable_snapdragon_48_go","mac_16_go","carte_graphique_16_go","pc_portable_rtx_16_go"],"gain":1.7999999999999972,"ex_aequo_precedente":true},{"modele":"voxtral-small","score":69.1,"provisoire":false,"paliers":["mac_24_go"],"gain":4.5,"ex_aequo_precedente":true},{"modele":"gemma-4-26b-a4b","score":76.6,"provisoire":false,"paliers":["pc_portable_intel_32_go"],"gain":7.5,"ex_aequo_precedente":true},{"modele":"gemma-4-31b-it","score":78.7,"provisoire":false,"paliers":["carte_graphique_24_go","pc_portable_rtx_24_go","mac_32_go","ryzen_ai_max_32_go","mac_36_go","carte_graphique_32_go","mac_48_go","carte_graphique_48_go","mac_64_go","ryzen_ai_max_64_go","mac_96_go","carte_graphique_96_go","mac_128_go","ryzen_ai_max_128_go","dgx_spark","ryzen_ai_max_192_go","mac_256_go"],"gain":2.1000000000000085,"ex_aequo_precedente":true},{"modele":"glm-5-3-flash","score":86.3,"provisoire":false,"paliers":["dgx_spark_x2","dgx_station","mac_512_go","dgx_spark_x4"],"gain":7.599999999999994,"ex_aequo_precedente":true}],"ecriture":[{"modele":"gemma-3n-e4b","score":51.8,"provisoire":false,"paliers":["carte_graphique_8_go","pc_portable_rtx_8_go","carte_graphique_10_go"],"gain":null,"ex_aequo_precedente":false},{"modele":"gemma-3-12b","score":54.4,"provisoire":false,"paliers":["carte_graphique_12_go","pc_portable_rtx_12_go","portable_16_go","pc_portable_snapdragon_48_go","mac_16_go","carte_graphique_16_go","pc_portable_rtx_16_go"],"gain":2.6000000000000014,"ex_aequo_precedente":true},{"modele":"mistral-small-3-2","score":57.6,"provisoire":false,"paliers":["mac_24_go"],"gain":3.200000000000003,"ex_aequo_precedente":true},{"modele":"gemma-4-26b-a4b","score":74.5,"provisoire":false,"paliers":["pc_portable_intel_32_go"],"gain":16.9,"ex_aequo_precedente":false},{"modele":"gemma-4-31b-it","score":77.7,"provisoire":false,"paliers":["carte_graphique_24_go","pc_portable_rtx_24_go","mac_32_go","ryzen_ai_max_32_go","mac_36_go","carte_graphique_32_go","mac_48_go","carte_graphique_48_go","mac_64_go","ryzen_ai_max_64_go","mac_96_go","carte_graphique_96_go","mac_128_go","ryzen_ai_max_128_go","dgx_spark","ryzen_ai_max_192_go","mac_256_go"],"gain":3.200000000000003,"ex_aequo_precedente":true},{"modele":"glm-5-3-flash","score":84.5,"provisoire":false,"paliers":["dgx_spark_x2","dgx_station","mac_512_go"],"gain":6.799999999999997,"ex_aequo_precedente":true},{"modele":"deepseek-v4-1-flash","score":86.3,"provisoire":false,"paliers":["dgx_spark_x4"],"gain":1.7999999999999972,"ex_aequo_precedente":true}],"maths":[{"modele":"qwen3-5-4b","score":63.8,"provisoire":true,"paliers":["carte_graphique_8_go","pc_portable_rtx_8_go"],"gain":null,"ex_aequo_precedente":false},{"modele":"qwen3-5-9b","score":65.7,"provisoire":true,"paliers":["carte_graphique_10_go","carte_graphique_12_go","pc_portable_rtx_12_go"],"gain":1.9000000000000057,"ex_aequo_precedente":true},{"modele":"qwen3-14b","score":67,"provisoire":true,"paliers":["portable_16_go","pc_portable_snapdragon_48_go","mac_16_go","carte_graphique_16_go","pc_portable_rtx_16_go","mac_24_go"],"gain":1.2999999999999972,"ex_aequo_precedente":true},{"modele":"gemma-4-26b-a4b","score":73.8,"provisoire":true,"paliers":["pc_portable_intel_32_go"],"gain":6.799999999999997,"ex_aequo_precedente":true},{"modele":"qwen-3-8-27b","score":81.6,"provisoire":true,"paliers":["carte_graphique_24_go","pc_portable_rtx_24_go","mac_32_go","ryzen_ai_max_32_go","mac_36_go","carte_graphique_32_go","mac_48_go","carte_graphique_48_go","mac_64_go","ryzen_ai_max_64_go","mac_96_go","carte_graphique_96_go","mac_128_go","ryzen_ai_max_128_go","dgx_spark","ryzen_ai_max_192_go","mac_256_go"],"gain":7.799999999999997,"ex_aequo_precedente":true},{"modele":"glm-5-3-flash","score":83.2,"provisoire":false,"paliers":["dgx_spark_x2","dgx_station","mac_512_go"],"gain":1.6000000000000085,"ex_aequo_precedente":true},{"modele":"deepseek-v4-1-flash","score":88.6,"provisoire":true,"paliers":["dgx_spark_x4"],"gain":5.3999999999999915,"ex_aequo_precedente":false}],"sciences":[{"modele":"qwen3-8b","score":57.3,"provisoire":true,"paliers":["carte_graphique_8_go","pc_portable_rtx_8_go"],"gain":null,"ex_aequo_precedente":false},{"modele":"qwen3-5-9b","score":70.9,"provisoire":true,"paliers":["carte_graphique_10_go","carte_graphique_12_go","pc_portable_rtx_12_go","portable_16_go","pc_portable_snapdragon_48_go","mac_16_go","carte_graphique_16_go","pc_portable_rtx_16_go","mac_24_go","pc_portable_intel_32_go"],"gain":13.600000000000009,"ex_aequo_precedente":false},{"modele":"qwen-3-8-27b","score":79.2,"provisoire":false,"paliers":["carte_graphique_24_go","pc_portable_rtx_24_go","mac_32_go","ryzen_ai_max_32_go","mac_36_go","carte_graphique_32_go","mac_48_go","carte_graphique_48_go","mac_64_go","ryzen_ai_max_64_go","mac_96_go","carte_graphique_96_go","mac_128_go","ryzen_ai_max_128_go","dgx_spark","ryzen_ai_max_192_go","mac_256_go"],"gain":8.299999999999997,"ex_aequo_precedente":true},{"modele":"mimo-v2-6-flash","score":84.5,"provisoire":true,"paliers":["dgx_spark_x2","dgx_station","mac_512_go","dgx_spark_x4"],"gain":5.299999999999997,"ex_aequo_precedente":true}],"vision":[{"modele":"molmo-2-8b","score":50.3,"provisoire":true,"paliers":["carte_graphique_8_go","pc_portable_rtx_8_go","carte_graphique_10_go","carte_graphique_12_go","pc_portable_rtx_12_go","portable_16_go","pc_portable_snapdragon_48_go","mac_16_go","carte_graphique_16_go","pc_portable_rtx_16_go"],"gain":null,"ex_aequo_precedente":false},{"modele":"mistral-small-3-2","score":55.8,"provisoire":true,"paliers":["mac_24_go"],"gain":5.5,"ex_aequo_precedente":true},{"modele":"gemma-4-26b-a4b","score":75.6,"provisoire":true,"paliers":["pc_portable_intel_32_go"],"gain":19.799999999999997,"ex_aequo_precedente":false},{"modele":"qwen-3-8-27b","score":81.1,"provisoire":true,"paliers":["carte_graphique_24_go","pc_portable_rtx_24_go","mac_32_go","ryzen_ai_max_32_go","mac_36_go","carte_graphique_32_go","mac_48_go","carte_graphique_48_go","mac_64_go","ryzen_ai_max_64_go","mac_96_go","carte_graphique_96_go","mac_128_go","ryzen_ai_max_128_go","dgx_spark","ryzen_ai_max_192_go","mac_256_go"],"gain":5.5,"ex_aequo_precedente":true},{"modele":"glm-5-3-flash","score":86.3,"provisoire":true,"paliers":["dgx_spark_x2","dgx_station","mac_512_go","dgx_spark_x4"],"gain":5.200000000000003,"ex_aequo_precedente":true}],"web":[{"modele":"granite-4-1-8b","score":60.5,"provisoire":false,"paliers":["carte_graphique_8_go","pc_portable_rtx_8_go","carte_graphique_10_go","carte_graphique_12_go","pc_portable_rtx_12_go","portable_16_go","pc_portable_snapdragon_48_go","mac_16_go","carte_graphique_16_go","pc_portable_rtx_16_go","mac_24_go"],"gain":null,"ex_aequo_precedente":false},{"modele":"gemma-4-26b-a4b","score":74.3,"provisoire":false,"paliers":["pc_portable_intel_32_go"],"gain":13.799999999999997,"ex_aequo_precedente":false},{"modele":"qwen-3-8-27b","score":89.2,"provisoire":false,"paliers":["carte_graphique_24_go","pc_portable_rtx_24_go","mac_32_go","ryzen_ai_max_32_go","mac_36_go","carte_graphique_32_go","mac_48_go","carte_graphique_48_go","mac_64_go","ryzen_ai_max_64_go","mac_96_go","carte_graphique_96_go","mac_128_go","ryzen_ai_max_128_go","dgx_spark","ryzen_ai_max_192_go","mac_256_go"],"gain":14.900000000000006,"ex_aequo_precedente":false},{"modele":"glm-5-3-flash","score":91,"provisoire":false,"paliers":["dgx_spark_x2","dgx_station","mac_512_go"],"gain":1.7999999999999972,"ex_aequo_precedente":true},{"modele":"deepseek-v4-1-flash","score":91.5,"provisoire":false,"paliers":["dgx_spark_x4"],"gain":0.5,"ex_aequo_precedente":true}]},"vitrine":[{"palier":"carte_graphique_16_go","modele":"qwen3-5-9b"},{"palier":"carte_graphique_32_go","modele":"qwen-3-8-27b"},{"palier":"dgx_spark_x2","modele":"glm-5-3-flash"},{"palier":"dgx_spark_x4","modele":"deepseek-v4-1-flash"}],"vitrine_demandee":["carte_graphique_16_go","carte_graphique_32_go","dgx_spark_x2","dgx_spark_x4"],"reperes_de_vitesse":[{"machine":"geforce-rtx-5090","materiel":"GeForce RTX 5090 Founders Edition","nature":"mesure","par":"LMSYS","modele":"GPT-OSS 20B","jetons_par_seconde":205,"quantification":"MXFP4","moteur":"Ollama","conditions":"décodage, une requête à la fois","date":"2025-10-13","source":"https://www.lmsys.org/blog/2025-10-13-nvidia-dgx-spark/","licence":"MIT"},{"machine":"geforce-rtx-5090","materiel":"GeForce RTX 5090, avec un processeur Intel 13900K","nature":"mesure","par":"un contributeur du dépôt de Jeff Geerling","modele":"Llama 3.2 3B","jetons_par_seconde":271.4,"quantification":null,"moteur":"Ollama (étiquette llama3.2:3b)","conditions":"débit de génération rapporté par Ollama, quantification non précisée","date":"2025-02-08","source":"https://github.com/geerlingguy/ai-benchmarks/pull/18","licence":"MIT"},{"machine":"geforce-rtx-5090","materiel":"GeForce RTX 5090, avec un Intel Core Ultra 9 285K","nature":"declaration","par":"Nvidia","modele":"Qwen3.8 27B","jetons_par_seconde":131,"quantification":"Q4_K_M","moteur":"llama.cpp, avec la prédiction de plusieurs jetons (MTP, n_max = 3)","conditions":"banc speedbench, Windows 11, pilote 610.43 ; 77 jetons par seconde sans la prédiction de plusieurs jetons","date":"2026-08-11","source":"https://blogs.nvidia.com/blog/local-ai-open-source-models-agents-nemotron/","licence":null},{"machine":"rtx-pro-6000-blackwell","materiel":"RTX PRO 6000 Blackwell Workstation Edition","nature":"mesure","par":"LMSYS","modele":"GPT-OSS 20B","jetons_par_seconde":215,"quantification":"MXFP4","moteur":"Ollama","conditions":"décodage, une requête à la fois","date":"2025-10-13","source":"https://www.lmsys.org/blog/2025-10-13-nvidia-dgx-spark/","licence":"MIT"},{"machine":"radeon-ai-pro-r9700","materiel":"Radeon AI PRO R9700, dans un PC à processeur Intel 265K","nature":"mesure","par":"Jeff Geerling","modele":"gpt-oss 20B","jetons_par_seconde":163.26,"quantification":"Q4_K_M","moteur":"llama.cpp, Vulkan","conditions":"llama-bench, génération de 128 jetons ; 332,9 W en pointe","date":"2025-11-25","source":"https://github.com/geerlingguy/ai-benchmarks/issues/35","licence":"MIT"},{"machine":"radeon-rx-9070-xt","materiel":"Radeon RX 9070 XT, reliée à un Raspberry Pi","nature":"mesure","par":"Jeff Geerling","modele":"Llama 3.2 3B","jetons_par_seconde":89.63,"quantification":"Q4_K_M","moteur":"llama.cpp, Vulkan","conditions":"llama-bench, génération de 128 jetons  ; 304 W en pointe","date":"2025-09-30","source":"https://github.com/geerlingguy/ai-benchmarks/issues/25","licence":"MIT"},{"machine":null,"materiel":"Mac à puce M2 Ultra (génération précédente, hors registre)","nature":"mesure","par":"llama.cpp (ggml-org)","modele":"gpt-oss 20B","jetons_par_seconde":129.97,"quantification":"MXFP4","moteur":"llama.cpp, Metal, version 7948","conditions":"llama-bench, génération de 32 jetons à contexte vide","date":null,"source":"https://github.com/ggml-org/llama.cpp/blob/master/benches/mac-m2-ultra/mac-m2-ultra.md","licence":"MIT"},{"machine":null,"materiel":"Mac à puce M2 Ultra (génération précédente, hors registre)","nature":"mesure","par":"llama.cpp (ggml-org)","modele":"gpt-oss 120B","jetons_par_seconde":85.6,"quantification":"MXFP4","moteur":"llama.cpp, Metal, version 7948","conditions":"llama-bench, génération de 32 jetons à contexte vide","date":null,"source":"https://github.com/ggml-org/llama.cpp/blob/master/benches/mac-m2-ultra/mac-m2-ultra.md","licence":"MIT"},{"machine":"ryzen-ai-max-plus-395-128go","materiel":"Framework Desktop de présérie, Ryzen AI Max+ 395, 128 Go","nature":"mesure","par":"lhl (strix-halo-testing)","modele":"gpt-oss 120B","jetons_par_seconde":50.05,"quantification":"MXFP4","moteur":"llama.cpp, Vulkan (AMDVLK), version 6792","conditions":"llama-bench, génération de 32 jetons à contexte vide, sous Linux ; 31,54 jetons par seconde avec 32 768 jetons de contexte ; 46,56 avec le moteur ROCm","date":"2025-10","source":"https://github.com/lhl/strix-halo-testing","licence":"Apache-2.0"},{"machine":"ryzen-ai-max-plus-395-128go","materiel":"Framework Desktop de présérie, Ryzen AI Max+ 395, 128 Go","nature":"mesure","par":"Jeff Geerling","modele":"Llama 3.2 3B","jetons_par_seconde":88.14,"quantification":"Q4_K_M","moteur":"llama.cpp, Vulkan","conditions":"llama-bench, génération de 128 jetons ; 133 W en pointe","date":"2025-08-07","source":"https://github.com/geerlingguy/ai-benchmarks/issues/21","licence":"MIT"},{"machine":"ryzen-ai-max-plus-395-128go","materiel":"AMD Ryzen AI Halo de présérie, Ryzen AI Max+ 395, 128 Go","nature":"declaration","par":"AMD","modele":"modèle non nommé par AMD","jetons_par_seconde":36,"quantification":null,"moteur":"LM Studio 0.4.12, llama.cpp en Vulkan","conditions":"débit soutenu en sortie avec 128 000 jetons de contexte (446 jetons par seconde en entrée), pilotes Adrenalin 26.10.08 ; note SHO-49 du billet AMD","date":"2026-09-28","source":"https://www.amd.com/en/blogs/2026/how-amd-ryzen-ai-max-pro-400-series-processors-bring-local-agentic-ai-to-business-customers.html","licence":null},{"machine":"dgx-spark","materiel":"Nvidia DGX Spark","nature":"mesure","par":"llama.cpp (ggml-org)","modele":"gpt-oss 20B","jetons_par_seconde":83.43,"quantification":"MXFP4","moteur":"llama.cpp, CUDA, version 7941","conditions":"llama-bench, génération de 32 jetons à contexte vide ; 61,65 jetons par seconde avec 32 768 jetons de contexte","date":"2026-02-05","source":"https://github.com/ggml-org/llama.cpp/blob/master/benches/dgx-spark/dgx-spark.md","licence":"MIT"},{"machine":"dgx-spark","materiel":"Nvidia DGX Spark","nature":"mesure","par":"llama.cpp (ggml-org)","modele":"gpt-oss 120B","jetons_par_seconde":58.72,"quantification":"MXFP4","moteur":"llama.cpp, CUDA, version 7941","conditions":"llama-bench, génération de 32 jetons à contexte vide ; 42,76 jetons par seconde avec 32 768 jetons de contexte","date":"2026-02-05","source":"https://github.com/ggml-org/llama.cpp/blob/master/benches/dgx-spark/dgx-spark.md","licence":"MIT"},{"machine":"dgx-spark","materiel":"Nvidia DGX Spark","nature":"mesure","par":"llama.cpp (ggml-org)","modele":"GLM-4.7-Flash","jetons_par_seconde":48.68,"quantification":"Q8_0","moteur":"llama.cpp, CUDA, version 7941","conditions":"llama-bench, génération de 32 jetons à contexte vide ; 32,65 jetons par seconde avec 32 768 jetons de contexte","date":"2026-02-05","source":"https://github.com/ggml-org/llama.cpp/blob/master/benches/dgx-spark/dgx-spark.md","licence":"MIT"},{"machine":"dgx-spark","materiel":"Dell Pro Max with GB10 (la puce du DGX Spark)","nature":"mesure","par":"Jeff Geerling","modele":"gpt-oss 20B","jetons_par_seconde":87.97,"quantification":"Q4_K_M","moteur":"llama.cpp, CUDA","conditions":"llama-bench, génération de 128 jetons ; 122,8 W en pointe","date":"2025-11-22","source":"https://github.com/geerlingguy/ai-benchmarks/issues/34","licence":"MIT"},{"machine":"dgx-spark","materiel":"Nvidia DGX Spark, en accès anticipé","nature":"mesure","par":"LMSYS","modele":"GPT-OSS 20B","jetons_par_seconde":49.7,"quantification":"MXFP4","moteur":"Ollama","conditions":"décodage, une requête à la fois ; logiciel d'octobre 2025, que l'auteur dit susceptible de progresser","date":"2025-10-13","source":"https://www.lmsys.org/blog/2025-10-13-nvidia-dgx-spark/","licence":"MIT"}]}