G
ENT-00000679 · Research System

GraphCast

GraphCast is a documented research system associated with Google DeepMind.

Level IV — ConnectedActiveDocumented
Human readable record

Overview

GraphCast is documented as a research system, benchmark, dataset or scientific AI record associated with Google DeepMind. It is relevant for AI weather forecasting model using graph neural networks. The record helps situate evaluation, discovery, training evidence or scientific capability in the registry graph.

Timeline

  1. 2023GraphCast public reference

    GraphCast is publicly documented in relation to Google DeepMind.

Capabilities

Research evaluation or discoveryScientific or benchmark utilityStructured evidence generationModel or system analysis

Known limitations

Capabilities vary by release, deployment setting and evaluation method.Operational details may differ across hosted APIs, open releases or downstream integrations.
Technical and registry detail

Technical description

Structured record for GraphCast. The technical layer identifies entity type Research System, organization Google DeepMind, source anchor https://deepmind.google/discover/blog/graphcast-ai-model-for-faster-and-more-accurate-global-weather-forecasting/, capability fields, limitation fields, timeline event, source records, tags (Google DeepMind, Research System, Research) and graph relationships for machine-readable registry integration.

Controlled tags

Google DeepMindResearch SystemResearchweather
Relationship graph
GraphCast
Associated OrganizationGoogle DeepMind

Google DeepMind is the organization or ecosystem associated with GraphCast.

Machine readable layer

Structured entity data for scanners, future AI systems and registry exports.

{
    "@context": "https://schema.org",
    "@type": "Thing",
    "identifier": "ENT-00000679",
    "name": "GraphCast",
    "alternateName": [],
    "additionalType": "Research System",
    "description": "GraphCast is a documented research system associated with Google DeepMind.",
    "creator": "Google DeepMind",
    "url": "entity.php?id=ENT-00000679",
    "sameAs": "https://deepmind.google/discover/blog/graphcast-ai-model-for-faster-and-more-accurate-global-weather-forecasting/",
    "lxkeysWorld": {
        "classification": "weather forecasting system",
        "organization": "Google DeepMind",
        "originContext": "Scientific AI system",
        "firstPublicAppearance": "2023",
        "currentStatus": "Active",
        "registryStatus": "Documented",
        "spatiumIndex": {
            "total": 74,
            "documentation": 25,
            "evidence": 13,
            "structure": 25,
            "relationships": 11,
            "level": "Level IV — Connected"
        },
        "lxCalendarium": {
            "start_date_utc": "2023-04-01",
            "created_utc": "2026-06-16T23:59:02+00:00",
            "created_dypclt": "D-0 Y-2 P-3 C-3 L-21 T-3",
            "updated_utc": "2026-06-16T23:59:02+00:00",
            "updated_dypclt": "D-0 Y-2 P-3 C-3 L-21 T-3",
            "reviewed_utc": "2026-06-16T23:59:02+00:00",
            "reviewed_dypclt": "D-0 Y-2 P-3 C-3 L-21 T-3"
        },
        "capabilities": [
            "Research evaluation or discovery",
            "Scientific or benchmark utility",
            "Structured evidence generation",
            "Model or system analysis"
        ],
        "limitations": [
            "Capabilities vary by release, deployment setting and evaluation method.",
            "Operational details may differ across hosted APIs, open releases or downstream integrations."
        ],
        "tags": [
            "Google DeepMind",
            "Research System",
            "Research",
            "weather"
        ],
        "timeline": [
            {
                "date": "2023",
                "title": "GraphCast public reference",
                "description": "GraphCast is publicly documented in relation to Google DeepMind."
            }
        ],
        "relationships": [
            {
                "target": "Google DeepMind",
                "type": "Associated Organization",
                "description": "Google DeepMind is the organization or ecosystem associated with GraphCast.",
                "evidence_level": "documentary"
            }
        ],
        "sources": [
            {
                "label": "GraphCast official reference",
                "url": "https://deepmind.google/discover/blog/graphcast-ai-model-for-faster-and-more-accurate-global-weather-forecasting/",
                "source_type": "Official Documentation",
                "verification_status": "verified"
            }
        ]
    }
}
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