SN
ENT-00002104 · AI System

Stockfish NNUE

Stockfish NNUE is a historical / research ai system associated with Stockfish.

Level V — PersistentActiveDocumented
Human readable record

Overview

Stockfish NNUE is an AI model or research system associated with Stockfish. It is documented as neural-network-enhanced version of Stockfish chess engine.

Timeline

  1. 2020Public release or publication

    Stockfish NNUE appears in public documentation or research records associated with Stockfish.

Capabilities

AI model or research system documentationPublic source anchoringMachine-learning capability referenceRelationship graph compatibilityMachine-readable metadata

Known limitations

Model behavior depends on version, deployment settings and usage context.Capabilities should be interpreted through the linked model card, official documentation or research source.
Technical and registry detail

Technical description

Structured AI model record for Stockfish NNUE. The technical layer identifies the model family or research role, creator, organization, public source, timeline, capabilities, limitations and relationship targets.

Controlled tags

AI HistoryResearch SystemMachine LearningHistorical
Relationship graph
Stockfish NNUE
CreatorStockfish Project

Stockfish Project is documented as creator, contributor or originating team for Stockfish NNUE.

Associated organizationStockfish

Stockfish is the organization or institutional context associated with Stockfish NNUE.

ClassificationHistorical / Research AI System

Stockfish NNUE is classified as Historical / Research AI System.

Machine readable layer

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

{
    "@context": "https://schema.org",
    "@type": "Thing",
    "identifier": "ENT-00002104",
    "name": "Stockfish NNUE",
    "alternateName": [],
    "additionalType": "AI System",
    "description": "Stockfish NNUE is a historical / research ai system associated with Stockfish.",
    "creator": "Stockfish Project",
    "url": "entity.php?id=ENT-00002104",
    "sameAs": "https://stockfishchess.org/blog/2020/introducing-nnue-evaluation/",
    "lxkeysWorld": {
        "classification": "Historical / Research AI System",
        "organization": "Stockfish",
        "originContext": "AI history and research",
        "firstPublicAppearance": "2020",
        "currentStatus": "Active",
        "registryStatus": "Documented",
        "spatiumIndex": {
            "total": 88,
            "documentation": 25,
            "evidence": 13,
            "structure": 25,
            "relationships": 25,
            "level": "Level V — Persistent"
        },
        "lxCalendarium": {
            "start_date_utc": "2023-04-01",
            "created_utc": "2026-06-17T01:33:48+00:00",
            "created_dypclt": "D-0 Y-2 P-3 C-3 L-22 T-4",
            "updated_utc": "2026-06-17T01:33:48+00:00",
            "updated_dypclt": "D-0 Y-2 P-3 C-3 L-22 T-4",
            "reviewed_utc": "2026-06-17T01:33:48+00:00",
            "reviewed_dypclt": "D-0 Y-2 P-3 C-3 L-22 T-4"
        },
        "capabilities": [
            "AI model or research system documentation",
            "Public source anchoring",
            "Machine-learning capability reference",
            "Relationship graph compatibility",
            "Machine-readable metadata"
        ],
        "limitations": [
            "Model behavior depends on version, deployment settings and usage context.",
            "Capabilities should be interpreted through the linked model card, official documentation or research source."
        ],
        "tags": [
            "AI History",
            "Research System",
            "Machine Learning",
            "Historical"
        ],
        "timeline": [
            {
                "date": "2020",
                "title": "Public release or publication",
                "description": "Stockfish NNUE appears in public documentation or research records associated with Stockfish."
            }
        ],
        "relationships": [
            {
                "target": "Stockfish Project",
                "type": "Creator",
                "description": "Stockfish Project is documented as creator, contributor or originating team for Stockfish NNUE.",
                "evidence_level": "documentary"
            },
            {
                "target": "Stockfish",
                "type": "Associated organization",
                "description": "Stockfish is the organization or institutional context associated with Stockfish NNUE.",
                "evidence_level": "documentary"
            },
            {
                "target": "Historical / Research AI System",
                "type": "Classification",
                "description": "Stockfish NNUE is classified as Historical / Research AI System.",
                "evidence_level": "documentary"
            }
        ],
        "sources": [
            {
                "label": "Official documentation",
                "url": "https://stockfishchess.org/blog/2020/introducing-nnue-evaluation/",
                "source_type": "Research / Reference Source",
                "verification_status": "verified"
            }
        ]
    }
}
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