{
  "version": "2026-09-13",
  "updated_at": "2026-09-13",
  "categories": [
    {
      "name": "Petits modeles rapides",
      "icon": "OK",
      "models": [
        {
          "name": "Phi-4 Mini",
          "params": "3.8B",
          "kind": "text",
          "use_case": "portable, test rapide, assistant léger",
          "vram_q4": 2.5,
          "vram_q8": 4.5,
          "vram_fp16": 8,
          "ollama": "phi4-mini",
          "date_added": "2026-05-01",
          "actionable_text": true
        },
        {
          "name": "Llama 3.2",
          "params": "3B",
          "kind": "text",
          "use_case": "vieux PC, CPU/RAM, chat léger",
          "vram_q4": 2,
          "vram_q8": 3.5,
          "vram_fp16": 6,
          "ollama": "llama3.2:3b",
          "date_added": "2026-05-01",
          "actionable_text": true
        },
        {
          "name": "Qwen 3",
          "params": "4B",
          "kind": "text",
          "use_case": "raisonnement court, français, test qualité/vitesse",
          "vram_q4": 2.5,
          "vram_q8": 4.5,
          "vram_fp16": 8,
          "ollama": "qwen3:4b",
          "date_added": "2026-05-01",
          "actionable_text": true
        },
        {
          "name": "Gemma 3",
          "params": "4B",
          "kind": "text",
          "use_case": "assistant général léger",
          "vram_q4": 2.5,
          "vram_q8": 4.5,
          "vram_fp16": 8,
          "ollama": "gemma3:4b",
          "date_added": "2026-05-01",
          "actionable_text": true
        }
      ]
    },
    {
      "name": "Sweet spot 7B-9B",
      "icon": "MID",
      "models": [
        {
          "name": "Llama 3.1",
          "params": "8B",
          "kind": "text",
          "use_case": "usage général, compatibilité outils, comparaison Llama",
          "vram_q4": 5,
          "vram_q8": 9,
          "vram_fp16": 16,
          "ollama": "llama3.1:8b",
          "date_added": "2026-05-01",
          "actionable_text": true
        },
        {
          "name": "Mistral v0.3",
          "params": "7B",
          "kind": "text",
          "use_case": "français, rédaction, assistant quotidien",
          "vram_q4": 4.5,
          "vram_q8": 8,
          "vram_fp16": 14,
          "ollama": "mistral:7b",
          "date_added": "2026-05-01",
          "actionable_text": true
        },
        {
          "name": "Qwen 3",
          "params": "8B",
          "kind": "text",
          "use_case": "raisonnement court, français, technique",
          "vram_q4": 5,
          "vram_q8": 9,
          "vram_fp16": 16,
          "ollama": "qwen3:8b",
          "date_added": "2026-05-01",
          "actionable_text": true
        },
        {
          "name": "DeepSeek R1 Distill",
          "params": "8B",
          "kind": "text",
          "use_case": "code, explication technique, raisonnement",
          "vram_q4": 5,
          "vram_q8": 9,
          "vram_fp16": 16,
          "ollama": "deepseek-r1:8b",
          "date_added": "2026-05-01",
          "actionable_text": true
        },
        {
          "name": "Hermes 3",
          "params": "8B",
          "kind": "text",
          "use_case": "Dialogue, français et reformulation. Modèle distinct du runtime Hermes Agent.",
          "vram_q4": 5,
          "vram_q8": 9,
          "vram_fp16": 16,
          "ollama": "hermes3:8b",
          "date_added": "2026-06-22",
          "actionable_text": true
        },
        {
          "name": "Ornith 1.0",
          "params": "9B",
          "kind": "text",
          "use_case": "code agentique local, terminal, correction repo, OpenClaw/SWE-Bench",
          "vram_q4": 5.6,
          "vram_q8": 10,
          "vram_fp16": 18,
          "ollama": "ornith:9b",
          "date_added": "2026-07-07",
          "actionable_text": true,
          "pilotable_text": true,
          "runtime_status": "ollama_available",
          "source_url": "https://ollama.com/library/ornith"
        }
      ]
    },
    {
      "name": "Modeles 13B-27B",
      "icon": "PRO",
      "models": [
        {
          "name": "Qwen 3",
          "params": "14B",
          "kind": "text",
          "use_case": "qualité supérieure, raisonnement court, français",
          "vram_q4": 9,
          "vram_q8": 16,
          "vram_fp16": 28,
          "ollama": "qwen3:14b",
          "date_added": "2026-05-01",
          "actionable_text": true
        },
        {
          "name": "DeepSeek R1 Distill",
          "params": "14B",
          "kind": "text",
          "use_case": "code, raisonnement, debug",
          "vram_q4": 9,
          "vram_q8": 16,
          "vram_fp16": 28,
          "ollama": "deepseek-r1:14b",
          "date_added": "2026-05-01",
          "actionable_text": true
        },
        {
          "name": "Phi-4",
          "params": "14B",
          "kind": "text",
          "use_case": "assistant général, raisonnement compact",
          "vram_q4": 9,
          "vram_q8": 16,
          "vram_fp16": 28,
          "ollama": "phi4:14b",
          "date_added": "2026-05-01",
          "actionable_text": true
        },
        {
          "name": "Mistral Small 3",
          "params": "24B",
          "kind": "text",
          "use_case": "qualité, français, rédaction longue",
          "vram_q4": 15,
          "vram_q8": 26,
          "vram_fp16": 48,
          "ollama": "mistral-small3.1:24b",
          "date_added": "2026-05-01",
          "actionable_text": true
        },
        {
          "name": "Gemma 3",
          "params": "27B",
          "kind": "text",
          "use_case": "qualité, contexte plus large",
          "vram_q4": 16,
          "vram_q8": 30,
          "vram_fp16": 54,
          "ollama": "gemma3:27b",
          "date_added": "2026-05-01",
          "actionable_text": true
        },
        {
          "name": "Gemma 4",
          "params": "12B",
          "kind": "text",
          "use_case": "raisonnement, multimodal, agentic workflows, bon défaut récent 8-12 Go",
          "vram_q4": 7.6,
          "vram_q8": 14,
          "vram_fp16": 24,
          "ollama": "gemma4:12b",
          "date_added": "2026-07-07",
          "actionable_text": true,
          "pilotable_text": true,
          "runtime_status": "ollama_available",
          "source_url": "https://ollama.com/library/gemma4"
        },
        {
          "name": "Nous Hermes 2 Mixtral",
          "params": "8x7B",
          "kind": "text",
          "use_case": "Dialogue et rédaction ; modèle distinct du runtime Hermes Agent, offload RAM nécessaire sous 26 Go de VRAM.",
          "vram_q4": 26,
          "vram_q8": 50,
          "vram_fp16": 93,
          "ollama": "nous-hermes2-mixtral:8x7b",
          "date_added": "2026-06-22",
          "actionable_text": true,
          "source_url": "https://ollama.com/library/nous-hermes2-mixtral:8x7b"
        }
      ]
    },
    {
      "name": "Modeles 32B-70B",
      "icon": "XL",
      "models": [
        {
          "name": "Qwen 3",
          "params": "32B",
          "kind": "text",
          "use_case": "qualité, raisonnement, contexte long",
          "vram_q4": 20,
          "vram_q8": 36,
          "vram_fp16": 64,
          "ollama": "qwen3:32b",
          "date_added": "2026-05-01",
          "actionable_text": true
        },
        {
          "name": "DeepSeek R1 Distill",
          "params": "32B",
          "kind": "text",
          "use_case": "code, raisonnement, analyse technique",
          "vram_q4": 20,
          "vram_q8": 36,
          "vram_fp16": 64,
          "ollama": "deepseek-r1:32b",
          "date_added": "2026-05-01",
          "actionable_text": true
        },
        {
          "name": "Qwen 3 Coder",
          "params": "30B-A3B",
          "kind": "text",
          "use_case": "code avancé, génération de scripts",
          "vram_q4": 22,
          "vram_q8": 35,
          "vram_fp16": 65,
          "ollama": "qwen3-coder:30b",
          "date_added": "2026-06-22",
          "actionable_text": true,
          "parameters_total_b": 30.5,
          "parameters_active_b": 3.3,
          "quantization": "Q4_K_M",
          "source_url": "https://ollama.com/library/qwen3-coder:30b",
          "memory_estimate_status": "estimated",
          "memory_note": "Poids Q4 : environ 18,6 Go au registre. La mémoire runtime et le contexte s'ajoutent ; seuils estimés, aucun débit mesuré ici.",
          "registry_verified_at": "2026-09-13",
          "registry_manifest_sha256": "06c1097efce0431c2045fe7b2e5108366e43bee1b4603a7aded8f21689e90bca",
          "download_size_gb": 18.56,
          "qualification_status": "registry_verified_not_benchmarked",
          "execution_backend": "ollama_gguf"
        },
        {
          "name": "Llama 3.3",
          "params": "70B",
          "kind": "text",
          "use_case": "gros modèle, contexte, qualité si VRAM/RAM suffisantes",
          "vram_q4": 40,
          "vram_q8": 75,
          "vram_fp16": 140,
          "ollama": "llama3.3:70b",
          "date_added": "2026-05-01",
          "actionable_text": true
        },
        {
          "name": "DeepSeek R1 Distill",
          "params": "70B",
          "kind": "text",
          "use_case": "gros modèle code/raisonnement, machine 48 Go+ recommandée",
          "vram_q4": 40,
          "vram_q8": 75,
          "vram_fp16": 140,
          "ollama": "deepseek-r1:70b",
          "date_added": "2026-05-01",
          "actionable_text": true
        },
        {
          "name": "Qwen 3",
          "params": "30B-A3B",
          "kind": "text",
          "use_case": "raisonnement, agent, contexte 256K, très bon palier 24 Go",
          "vram_q4": 19,
          "vram_q8": 36,
          "vram_fp16": 60,
          "ollama": "qwen3:30b",
          "date_added": "2026-07-04",
          "actionable_text": true,
          "pilotable_text": true,
          "runtime_status": "ollama_available",
          "source_url": "https://ollama.com/library/qwen3:30b"
        },
        {
          "name": "Qwen 3.6",
          "params": "27B",
          "kind": "text",
          "use_case": "agentic coding, thinking preservation, workflows dev avec contexte 256K",
          "vram_q4": 17,
          "vram_q8": 32,
          "vram_fp16": 54,
          "ollama": "qwen3.6:27b",
          "date_added": "2026-07-04",
          "actionable_text": true,
          "pilotable_text": true,
          "runtime_status": "ollama_available",
          "source_url": "https://ollama.com/library/qwen3.6:27b"
        },
        {
          "name": "Qwen 3.6",
          "params": "35B-A3B",
          "kind": "text",
          "use_case": "agentic coding avancé, raisonnement long, Hermes/Codex/OpenCode local",
          "vram_q4": 24,
          "vram_q8": 46,
          "vram_fp16": 70,
          "ollama": "qwen3.6:35b",
          "date_added": "2026-07-04",
          "actionable_text": true,
          "pilotable_text": true,
          "runtime_status": "ollama_available",
          "source_url": "https://ollama.com/library/qwen3.6"
        },
        {
          "name": "Qwen 3.8",
          "params": "27B",
          "kind": "text",
          "input_modalities": [
            "text",
            "image"
          ],
          "cockpit_modalities": [
            "text"
          ],
          "use_case": "code agentique, raisonnement, français et analyse d'images avec un client compatible ; Cockpit installe le modèle et mesure actuellement son chemin texte",
          "vram_q4": 18,
          "vram_q8": 30,
          "vram_fp16": 56,
          "download_size_gb": 18,
          "context_tokens": 262144,
          "recommended_vram_gb": 24,
          "hybrid_min_vram_gb": 16,
          "hybrid_min_ram_gb": 32,
          "quantization": "Q4_K_M",
          "ollama_resolved_tag": "qwen3.8:27b-mtp-q4_K_M",
          "ollama_digest": "22130167c4c2",
          "runtime_context_policy": "measured_not_max",
          "memory_note": "Le contexte 256K est une capacité annoncée du modèle, pas une promesse locale : Cockpit doit mesurer la mémoire et la vitesse au contexte réellement utilisé.",
          "ollama": "qwen3.8:27b",
          "date_added": "2026-08-14",
          "actionable_text": true,
          "pilotable_text": true,
          "runtime_status": "ollama_available",
          "source_url": "https://ollama.com/library/qwen3.8",
          "ollama_tags_url": "https://ollama.com/library/qwen3.8/tags",
          "weights_source_url": "https://huggingface.co/Qwen/Qwen3.8-27B",
          "license": "Apache-2.0"
        },
        {
          "name": "Qwen3-Coder-Next",
          "params": "80B-A3B",
          "kind": "text",
          "use_case": "code agentique, compréhension repo 256K, génération/correction de projets",
          "vram_q4": 52,
          "vram_q8": 85,
          "vram_fp16": 160,
          "ollama": "qwen3-coder-next",
          "date_added": "2026-07-04",
          "actionable_text": true,
          "pilotable_text": true,
          "runtime_status": "ollama_available",
          "source_url": "https://ollama.com/library/qwen3-coder-next"
        },
        {
          "name": "GLM-4.7-Flash",
          "params": "30B-A3B",
          "kind": "text",
          "use_case": "coding agentique, outils, thinking, 30B compact ; requiert une version Ollama récente/pré-release selon la fiche officielle",
          "vram_q4": 19,
          "vram_q8": 36,
          "vram_fp16": 60,
          "ollama": "glm-4.7-flash",
          "date_added": "2026-07-07",
          "actionable_text": true,
          "pilotable_text": false,
          "runtime_status": "ollama_watchlist",
          "source_url": "https://ollama.com/library/glm-4.7-flash"
        },
        {
          "name": "Laguna XS 2.1",
          "params": "33B-A3B",
          "kind": "text",
          "use_case": "agentic coding long-horizon, 256K contexte, local-ready sur forte RAM ou 24 Go+",
          "vram_q4": 20,
          "vram_q8": 36,
          "vram_fp16": 67,
          "ollama": "laguna-xs-2.1",
          "date_added": "2026-07-07",
          "actionable_text": true,
          "pilotable_text": true,
          "runtime_status": "ollama_available",
          "source_url": "https://ollama.com/library/laguna-xs-2.1"
        }
      ]
    },
    {
      "name": "MoE et frontier local",
      "icon": "MOE",
      "models": [
        {
          "name": "Llama 4 Scout",
          "params": "109B-A17B",
          "kind": "text",
          "use_case": "Veille MoE : mémoire locale non qualifiée, exclu des recommandations de compatibilité.",
          "vram_q4": null,
          "vram_q8": null,
          "vram_fp16": null,
          "ollama": "",
          "date_added": "2026-05-01",
          "actionable_text": false,
          "parameters_total_b": 109,
          "parameters_active_b": 17,
          "pilotable_text": false,
          "runtime_status": "frontier_watchlist",
          "memory_estimate_status": "unverified",
          "qualification_status": "not_qualified",
          "source_url": "https://huggingface.co/meta-llama/Llama-4-Scout-17B-16E-Instruct",
          "memory_note": "Le nombre de paramètres actifs ne représente pas les poids à charger. Aucun seuil VRAM ni achat recommandé sans qualification."
        },
        {
          "name": "Llama 4 Maverick",
          "params": "400B-A17B",
          "kind": "text",
          "use_case": "Veille MoE : mémoire locale non qualifiée, exclu des recommandations de compatibilité.",
          "vram_q4": null,
          "vram_q8": null,
          "vram_fp16": null,
          "ollama": "",
          "date_added": "2026-05-01",
          "actionable_text": false,
          "parameters_total_b": 400,
          "parameters_active_b": 17,
          "pilotable_text": false,
          "runtime_status": "frontier_watchlist",
          "memory_estimate_status": "unverified",
          "qualification_status": "not_qualified",
          "source_url": "https://huggingface.co/meta-llama/Llama-4-Maverick-17B-128E-Instruct",
          "memory_note": "Le nombre de paramètres actifs ne représente pas les poids à charger. Aucun seuil VRAM ni achat recommandé sans qualification."
        },
        {
          "name": "Mistral Large 3",
          "params": "675B-A41B",
          "kind": "text",
          "use_case": "Veille MoE : mémoire locale non qualifiée, exclu des recommandations de compatibilité.",
          "vram_q4": null,
          "vram_q8": null,
          "vram_fp16": null,
          "ollama": "",
          "date_added": "2026-05-01",
          "actionable_text": false,
          "parameters_total_b": 675,
          "parameters_active_b": 41,
          "pilotable_text": false,
          "runtime_status": "frontier_watchlist",
          "memory_estimate_status": "unverified",
          "qualification_status": "not_qualified",
          "source_url": "https://huggingface.co/mistralai/Mistral-Large-3-675B-Instruct-2512",
          "memory_note": "Le nombre de paramètres actifs ne représente pas les poids à charger. Aucun seuil VRAM ni achat recommandé sans qualification."
        },
        {
          "name": "Qwen 3",
          "params": "235B MoE",
          "kind": "text",
          "use_case": "frontier local extrême, Qwen3-235B-A22B, workstation multi-GPU uniquement",
          "vram_q4": 142,
          "vram_q8": 260,
          "vram_fp16": 470,
          "ollama": "qwen3:235b",
          "date_added": "2026-07-04",
          "actionable_text": true,
          "pilotable_text": false,
          "runtime_status": "ollama_frontier_available",
          "source_url": "https://ollama.com/library/qwen3:235b"
        },
        {
          "name": "Mistral Medium 3.5",
          "params": "128B",
          "kind": "text",
          "use_case": "gros modèle pro, raisonnement, code, français, contexte 256K et vision optionnelle",
          "vram_q4": 80,
          "vram_q8": 150,
          "vram_fp16": 256,
          "ollama": "mistral-medium-3.5",
          "date_added": "2026-07-04",
          "actionable_text": true,
          "pilotable_text": true,
          "runtime_status": "ollama_available",
          "source_url": "https://ollama.com/library/mistral-medium-3.5"
        },
        {
          "name": "NVIDIA Nemotron 3 Super",
          "params": "120B MoE",
          "kind": "text",
          "use_case": "MoE NVIDIA pro, agents collaboratifs, raisonnement, workloads lourds",
          "vram_q4": 87,
          "vram_q8": 170,
          "vram_fp16": 240,
          "ollama": "nemotron-3-super",
          "date_added": "2026-07-04",
          "actionable_text": true,
          "pilotable_text": false,
          "runtime_status": "frontier_watchlist",
          "source_url": "https://build.nvidia.com/nvidia/nemotron-3-super-120b-a12b"
        },
        {
          "name": "Kimi K2.7 Code",
          "params": "1T-A32B MoE",
          "kind": "text",
          "use_case": "code agentique long-horizon et multimodal ; poids officiels INT4 d'environ 595 Go, réservés aux serveurs multi-GPU ou hybrides CPU/GPU",
          "vram_q4": 595,
          "vram_q8": 1100,
          "vram_fp16": 2000,
          "ollama": "",
          "date_added": "2026-07-24",
          "actionable_text": false,
          "pilotable_text": false,
          "runtime_status": "frontier_watchlist",
          "source_url": "https://huggingface.co/moonshotai/Kimi-K2.7-Code"
        },
        {
          "name": "GLM-5.2",
          "params": "744B-A40B MoE",
          "kind": "text",
          "use_case": "veille frontier open-weights, code agentique long-horizon, pas adapté à un PC grand public",
          "vram_q4": 430,
          "vram_q8": 820,
          "vram_fp16": 1500,
          "ollama": "",
          "date_added": "2026-07-06",
          "actionable_text": false,
          "pilotable_text": false,
          "runtime_status": "frontier_watchlist",
          "source_url": "https://huggingface.co/zai-org/GLM-5.2"
        },
        {
          "name": "Qwen 3.8-Max",
          "params": "2.4T-A95B",
          "kind": "text",
          "use_case": "poids ouverts Qwen3.8-2.4T-A95B : 2,4 T total / 95 B actifs, texte only, thinking obligatoire ; INT4 estimé ~1200 Go, hors PC grand public ; Qwen3.8-Max cloud ajoute vision et 1M tokens que ces poids n'ont pas",
          "vram_q4": 1200,
          "vram_q8": 2400,
          "vram_fp16": 4800,
          "ollama": "",
          "date_added": "2026-08-14",
          "actionable_text": false,
          "pilotable_text": false,
          "runtime_status": "frontier_watchlist",
          "source_url": "https://huggingface.co/Qwen/Qwen3.8-2.4T-A95B"
        },
        {
          "name": "DeepSeek V4.1 Flash",
          "params": "763B (552B backbone)",
          "kind": "text",
          "input_modalities": [
            "text",
            "image"
          ],
          "cockpit_modalities": [],
          "use_case": "Veille multimodale et agents ; publication officielle du 10 septembre 2026. Aucun parcours local Cockpit qualifié.",
          "parameters_total_b": 763,
          "parameters_backbone_b": 552,
          "parameters_active_b": 16,
          "parameters_active_prefill_b": 8,
          "vram_q4": null,
          "vram_q8": null,
          "vram_fp16": null,
          "ollama": "",
          "date_added": "2026-09-13",
          "release_date": "2026-09-10",
          "registry_verified_at": "2026-09-13",
          "actionable_text": false,
          "pilotable_text": false,
          "runtime_status": "frontier_watchlist",
          "qualification_status": "not_qualified",
          "memory_estimate_status": "unverified",
          "source_url": "https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash",
          "announcement_url": "https://www.deepseek.com/en/news/deepseek-v4-1-flash/",
          "registry_source_url": "https://ollama.com/library/deepseek-v4.1-flash",
          "registry_availability": "cloud_only_on_official_ollama_page",
          "memory_note": "552B désigne le backbone, pas tous les poids : la fiche de distribution indique 763B. Les 8B/16B actifs ne donnent pas la mémoire de chargement. RAM unifiée, poids, format, backend et contexte doivent être qualifiés ensemble.",
          "qualification_scope": "Documentation officielle seulement. La fiche Ollama expose :cloud, pas un paquet local validé. Aucun téléchargement de poids, test natif, débit ni besoin mémoire mesuré. Ne pas confondre avec les distillations DeepSeek R1."
        }
      ]
    },
    {
      "name": "Nouveaux modèles à qualifier",
      "icon": "NEW",
      "models": [
        {
          "name": "Granite 4.2",
          "params": "3B",
          "kind": "text",
          "use_case": "Texte et extraction structurée ; trois contrôles courts réussis sur Ollama Windows 0.33.3, sans classement général.",
          "input_modalities": [
            "text"
          ],
          "cockpit_modalities": [
            "text"
          ],
          "parameters_total_b": 3.66,
          "vram_q4": 3,
          "vram_q8": 5,
          "vram_fp16": 8,
          "ollama": "granite4.2:3b",
          "date_added": "2026-09-13",
          "actionable_text": true,
          "pilotable_text": true,
          "runtime_status": "ollama_available",
          "source_url": "https://ollama.com/library/granite4.2:3b",
          "memory_estimate_status": "estimated",
          "memory_note": "Poids Q4_K_M : 2,24 Go. Chargement GPU observé sur RTX 4080 SUPER, Windows, Ollama 0.33.3, contexte demandé 2048. Les seuils mémoire restent des estimations, pas un test sur tous les PC.",
          "registry_verified_at": "2026-09-13",
          "registry_manifest_sha256": "40577dc168a3a9ad34e9a1234e0c2570be86097fa75a236d4574ae985705d3c4",
          "download_size_gb": 2.24,
          "qualification_status": "native_runtime_text_smoke",
          "qualification_date": "2026-09-13",
          "qualification_runtime": "Ollama 0.33.3 Windows",
          "qualification_scope": "JSON, calcul entier et réponse courte en français ; 3 tests, une machine. Ni vision, ni outils, ni contexte maximum, ni qualité générale évalués.",
          "runtime_context_policy": "measured_not_max",
          "execution_backend": "ollama_gguf"
        },
        {
          "name": "Granite 4.2",
          "params": "8B",
          "kind": "text",
          "use_case": "Texte, français et extraction structurée à qualifier.",
          "input_modalities": [
            "text"
          ],
          "cockpit_modalities": [
            "text"
          ],
          "parameters_total_b": 8,
          "vram_q4": 7,
          "vram_q8": 11,
          "vram_fp16": 19,
          "ollama": "granite4.2:8b",
          "date_added": "2026-09-13",
          "actionable_text": true,
          "pilotable_text": false,
          "runtime_status": "ollama_watchlist",
          "source_url": "https://ollama.com/library/granite4.2:8b",
          "memory_estimate_status": "estimated",
          "memory_note": "Taille des artefacts vérifiée au registre ; seuils mémoire indicatifs incluant une marge. Installation, contexte et vitesse non qualifiés sur une machine Cockpit.",
          "registry_verified_at": "2026-09-13",
          "registry_manifest_sha256": "f586c02fdecdf151b656207c339aa003997345774a41768bac1fd6d2fb85913b",
          "download_size_gb": 5.35,
          "qualification_status": "registry_verified_not_benchmarked",
          "execution_backend": "ollama_gguf"
        },
        {
          "name": "Ornith 1.5",
          "params": "9B",
          "kind": "text",
          "use_case": "Texte et vision avec client compatible ; chemin texte Cockpit non qualifié.",
          "input_modalities": [
            "text",
            "image"
          ],
          "cockpit_modalities": [
            "text"
          ],
          "parameters_total_b": 9,
          "vram_q4": 8,
          "vram_q8": 13,
          "vram_fp16": 23,
          "ollama": "ornith-1.5:9b",
          "date_added": "2026-09-13",
          "actionable_text": true,
          "pilotable_text": false,
          "runtime_status": "ollama_watchlist",
          "source_url": "https://ollama.com/library/ornith-1.5:9b",
          "memory_estimate_status": "estimated",
          "memory_note": "Taille des artefacts vérifiée au registre ; seuils mémoire indicatifs incluant une marge. Installation, contexte et vitesse non qualifiés sur une machine Cockpit.",
          "registry_verified_at": "2026-09-13",
          "registry_manifest_sha256": "e5df7dcdd8a263994df62d610317e07be0d6af23f96fcbd8543273058fce575e",
          "download_size_gb": 6.55,
          "qualification_status": "registry_verified_not_benchmarked",
          "execution_backend": "ollama_gguf"
        },
        {
          "name": "LFM2.5",
          "params": "8B-A1B",
          "kind": "text",
          "use_case": "Modèle MoE compact ; mémoire estimée sur tous les poids, pas sur le milliard actif.",
          "input_modalities": [
            "text"
          ],
          "cockpit_modalities": [
            "text"
          ],
          "parameters_total_b": 8,
          "parameters_active_b": 1,
          "vram_q4": 7,
          "vram_q8": 11,
          "vram_fp16": 19,
          "ollama": "lfm2.5:8b",
          "date_added": "2026-09-13",
          "actionable_text": true,
          "pilotable_text": false,
          "runtime_status": "ollama_watchlist",
          "source_url": "https://ollama.com/library/lfm2.5:8b",
          "memory_estimate_status": "estimated",
          "memory_note": "Taille des artefacts vérifiée au registre ; seuils mémoire indicatifs incluant une marge. Installation, contexte et vitesse non qualifiés sur une machine Cockpit.",
          "registry_verified_at": "2026-09-13",
          "registry_manifest_sha256": "9cf756159fc2f3b9128c6a3f544ec90c5e9b8afdbb4179a57b8aea9de589cfb2",
          "download_size_gb": 5.16,
          "qualification_status": "registry_verified_not_benchmarked",
          "execution_backend": "ollama_gguf"
        }
      ]
    },
    {
      "name": "Image, video et audio",
      "icon": "MEDIA",
      "models": [
        {
          "name": "Stable Diffusion 1.5",
          "params": "Image",
          "kind": "image",
          "use_case": "image locale légère, hors chat Ollama",
          "vram_q4": 4,
          "vram_q8": 4,
          "vram_fp16": 4,
          "ollama": "",
          "date_added": "2026-05-01",
          "actionable_text": false
        },
        {
          "name": "SDXL",
          "params": "Image",
          "kind": "image",
          "use_case": "image qualité, runtime image dédié requis",
          "vram_q4": 8,
          "vram_q8": 8,
          "vram_fp16": 8,
          "ollama": "",
          "date_added": "2026-05-01",
          "actionable_text": false
        },
        {
          "name": "Flux Schnell",
          "params": "Image",
          "kind": "image",
          "use_case": "image rapide, runtime image dédié requis",
          "vram_q4": 8,
          "vram_q8": 10,
          "vram_fp16": 12,
          "ollama": "",
          "date_added": "2026-05-01",
          "actionable_text": false
        },
        {
          "name": "Flux Dev",
          "params": "Image",
          "kind": "image",
          "use_case": "image qualité, VRAM 12 Go+",
          "vram_q4": 12,
          "vram_q8": 14,
          "vram_fp16": 24,
          "ollama": "",
          "date_added": "2026-05-01",
          "actionable_text": false
        },
        {
          "name": "Wan 2.1",
          "params": "Video",
          "kind": "video",
          "use_case": "vidéo locale, runtime dédié, machine très solide",
          "vram_q4": 24,
          "vram_q8": 36,
          "vram_fp16": 60,
          "ollama": "",
          "date_added": "2026-05-01",
          "actionable_text": false
        },
        {
          "name": "Whisper Large v3",
          "params": "Audio",
          "kind": "audio",
          "use_case": "transcription audio, non piloté comme chat Ollama",
          "vram_q4": 3,
          "vram_q8": 5,
          "vram_fp16": 10,
          "ollama": "",
          "date_added": "2026-05-01",
          "actionable_text": false
        }
      ]
    }
  ]
}