DT
ENT-00002093 · AI System

Deep Thought

Deep Thought is a AI system associated with Carnegie Mellon University, classified in LXKeys.world as Specialized AI System.

Level V PersistentActiveDocumented
Human record

Overview

Deep Thought is an AI model or research system associated with Carnegie Mellon University. It is documented as chess computer predecessor to Deep Blue.

Timeline

  1. 1988First public appearance

    Deep Thought entered the documented public record in 1988. This event is retained at the precision supported by the Entry’s reviewed source history.

Capabilities

AI-enabled task executionModel or workflow integrationInput/output transformationPublic system documentation

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 structured detail

Technical description

Structured LXKeys.world registry record for Deep Thought. Entity type: AI System; classification: Specialized AI System; creator/organization context: Carnegie Mellon University. Canonical source anchor: https://www.chessprogramming.org/Deep_Thought. The record tracks source authority, first public appearance, timeline, capabilities, limitations, registry status and graph relationships. Automatic refresh is limited to sources explicitly classified as OFFICIAL and enabled for updates; documentary and research references remain non-authoritative unless reviewed.

Controlled tags

AI HistoryResearch SystemMachine LearningHistorical
Relationship graph

Deep Thought

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Deep Thought
Associated organizationOutgoing
Carnegie Mellon University

Carnegie Mellon University is the organization or institutional context associated with Deep Thought.

ClassificationOutgoing
Historical / Research AI System

Deep Thought is classified as Historical / Research AI System.

Machine readable layer

Structured entry data for human tools, AI systems and machine clients.

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    "@type": "Thing",
    "identifier": "ENT-00002093",
    "name": "Deep Thought",
    "alternateName": [],
    "additionalType": {
        "category": "AI Systems",
        "type": "AI System",
        "subtype": "",
        "lxkeysEntity": false
    },
    "description": "Deep Thought is a AI system associated with Carnegie Mellon University, classified in LXKeys.world as Specialized AI System.",
    "creator": "Carnegie Mellon University",
    "url": "https://lxkeys.world/entry.php?id=ENT-00002093&lang=en",
    "sameAs": "https://www.chessprogramming.org/Deep_Thought",
    "image": "",
    "lxkeysWorld": {
        "worldId": "ENT-00002093",
        "kind": "AI Systems",
        "type": "AI System",
        "subtype": "",
        "classification": "Specialized AI System",
        "organization": "Carnegie Mellon University",
        "originContext": "AI history and research",
        "firstPublicAppearance": "1988",
        "currentStatus": "Active",
        "documentationStatus": "Documented",
        "documentationIndex": {
            "total": 82,
            "documentation": 25,
            "evidence": 13,
            "structure": 25,
            "relationships": 19,
            "level": "Level V Persistent"
        },
        "lxCalendarium": {
            "start_date_utc": "2023-04-01",
            "created_utc": "2026-06-17T01:33:48+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"
        },
        "facts": [],
        "capabilities": [
            "AI-enabled task execution",
            "Model or workflow integration",
            "Input/output transformation",
            "Public system documentation"
        ],
        "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": "1988",
                "title": "First public appearance",
                "description": "Deep Thought entered the documented public record in 1988. This event is retained at the precision supported by the Entry’s reviewed source history.",
                "source_url": "https://www.chessprogramming.org/Deep_Thought",
                "verification_status": "source_backed_official"
            }
        ],
        "relationships": [
            {
                "target": "Carnegie Mellon University",
                "type": "Associated organization",
                "description": "Carnegie Mellon University is the organization or institutional context associated with Deep Thought.",
                "evidence_level": "documentary"
            },
            {
                "target": "Historical / Research AI System",
                "type": "Classification",
                "description": "Deep Thought is classified as Historical / Research AI System.",
                "evidence_level": "documentary"
            }
        ],
        "sources": [
            {
                "label": "Official documentation",
                "url": "https://www.chessprogramming.org/Deep_Thought",
                "source_type": "Research / Reference Source",
                "verification_status": "verified",
                "authority": "OFFICIAL",
                "role": "primary",
                "update_enabled": true,
                "authority_basis": "curated-corpus-refresh-2026-09-08"
            }
        ],
        "canonical": [],
        "imageMeta": []
    }
}
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