A
ENT-00000676 · Research System

AlphaTensor

AlphaTensor is a documented research system associated with Google DeepMind.

Level V — PersistentActiveDocumented
Human readable record

Overview

AlphaTensor is documented as a research system, benchmark, dataset or scientific AI record associated with Google DeepMind. It is relevant for reinforcement-learning system for discovering matrix multiplication algorithms. The record helps situate evaluation, discovery, training evidence or scientific capability in the registry graph.

Timeline

  1. 2022AlphaTensor public reference

    AlphaTensor 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 AlphaTensor. The technical layer identifies entity type Research System, organization Google DeepMind, source anchor https://deepmind.google/discover/blog/discovering-novel-algorithms-with-alphatensor/, 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 SystemResearchalgorithm
Relationship graph
AlphaTensor
Associated OrganizationGoogle DeepMind

Google DeepMind is the organization or ecosystem associated with AlphaTensor.

Creator or DeveloperDeepMind

DeepMind is identified as a creator, developer or originating actor for AlphaTensor.

Machine readable layer

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

{
    "@context": "https://schema.org",
    "@type": "Thing",
    "identifier": "ENT-00000676",
    "name": "AlphaTensor",
    "alternateName": [],
    "additionalType": "Research System",
    "description": "AlphaTensor is a documented research system associated with Google DeepMind.",
    "creator": "DeepMind",
    "url": "entity.php?id=ENT-00000676",
    "sameAs": "https://deepmind.google/discover/blog/discovering-novel-algorithms-with-alphatensor/",
    "lxkeysWorld": {
        "classification": "algorithm discovery system",
        "organization": "Google DeepMind",
        "originContext": "Scientific AI system",
        "firstPublicAppearance": "2022",
        "currentStatus": "Active",
        "registryStatus": "Documented",
        "spatiumIndex": {
            "total": 82,
            "documentation": 25,
            "evidence": 13,
            "structure": 25,
            "relationships": 19,
            "level": "Level V — Persistent"
        },
        "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",
            "algorithm"
        ],
        "timeline": [
            {
                "date": "2022",
                "title": "AlphaTensor public reference",
                "description": "AlphaTensor 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 AlphaTensor.",
                "evidence_level": "documentary"
            },
            {
                "target": "DeepMind",
                "type": "Creator or Developer",
                "description": "DeepMind is identified as a creator, developer or originating actor for AlphaTensor.",
                "evidence_level": "documentary"
            }
        ],
        "sources": [
            {
                "label": "AlphaTensor official reference",
                "url": "https://deepmind.google/discover/blog/discovering-novel-algorithms-with-alphatensor/",
                "source_type": "Official Documentation",
                "verification_status": "verified"
            }
        ]
    }
}
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