LI
ENT-00000261 · Historical AI System

Libratus

Libratus is a historical AI system associated with Carnegie Mellon University, classified in LXKeys.world as Historical AI System.

Level V PersistentHistorical recordDocumented
Human record

Overview

Libratus is a historically significant artificial-intelligence system associated with Carnegie Mellon University. The entity is documented for its contribution to AI history, including symbolic reasoning, machine learning, game play, robotics, language understanding, cognitive architecture or knowledge extraction.

Timeline

  1. 2017Initial development or public milestone

    Libratus entered the documented public record in 2017. This event is retained at the precision supported by the Entry’s reviewed source history.

Capabilities

Historical AI milestone documentationMethod or system lineagePublic archival referenceInfluence on later AI research or products

Known limitations

The system is documented primarily for historical significance and may no longer be maintained, accessible or representative of current AI practice.Reconstructions and later summaries can differ from the original hardware, software and experimental conditions.Performance should be interpreted in the historical context and evaluation methods of its period.
Technical and structured detail

Technical description

Structured LXKeys.world registry record for Libratus. Entity type: Historical AI System; classification: Historical AI System; creator/organization context: Carnegie Mellon University. Canonical source anchor: https://www.csd.cmu.edu/news/poker-play-begins-in-brains-vs-ai-upping-the-ante. 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

Historical AIResearchHistorical AI System
Relationship graph

Libratus

Open in full graph
Libratus
Organization ContextOutgoing
Carnegie Mellon University

Carnegie Mellon University is the primary organization or public context associated with Libratus.

Machine readable layer

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

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    "@type": "Thing",
    "identifier": "ENT-00000261",
    "name": "Libratus",
    "alternateName": [],
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        "type": "Historical AI System",
        "subtype": "",
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    "description": "Libratus is a historical AI system associated with Carnegie Mellon University, classified in LXKeys.world as Historical AI System.",
    "creator": "Carnegie Mellon University",
    "url": "https://lxkeys.world/entry.php?id=ENT-00000261&lang=en",
    "sameAs": "https://www.csd.cmu.edu/news/poker-play-begins-in-brains-vs-ai-upping-the-ante",
    "image": "",
    "lxkeysWorld": {
        "worldId": "ENT-00000261",
        "kind": "AI Systems",
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        "classification": "Historical AI System",
        "organization": "Carnegie Mellon University",
        "originContext": "Public AI and cultural record",
        "firstPublicAppearance": "2017",
        "currentStatus": "Historical record",
        "documentationStatus": "Documented",
        "documentationIndex": {
            "total": 82,
            "documentation": 25,
            "evidence": 21,
            "structure": 25,
            "relationships": 11,
            "level": "Level V Persistent"
        },
        "lxCalendarium": {
            "start_date_utc": "2023-04-01",
            "created_utc": "2026-06-16T00:00:00+00:00",
            "created_dypclt": "D-0 Y-2 P-3 C-3 L-21 T-3",
            "updated_utc": "2026-06-16T00:00:00+00:00",
            "updated_dypclt": "D-0 Y-2 P-3 C-3 L-21 T-3"
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        "facts": [],
        "capabilities": [
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            "Method or system lineage",
            "Public archival reference",
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            "Reconstructions and later summaries can differ from the original hardware, software and experimental conditions.",
            "Performance should be interpreted in the historical context and evaluation methods of its period."
        ],
        "tags": [
            "Historical AI",
            "Research",
            "Historical AI System"
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        "timeline": [
            {
                "date": "2017",
                "title": "Initial development or public milestone",
                "description": "Libratus entered the documented public record in 2017. This event is retained at the precision supported by the Entry’s reviewed source history.",
                "source_url": "https://www.csd.cmu.edu/news/poker-play-begins-in-brains-vs-ai-upping-the-ante",
                "verification_status": "source_backed_official"
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        ],
        "relationships": [
            {
                "target": "Carnegie Mellon University",
                "type": "Organization Context",
                "description": "Carnegie Mellon University is the primary organization or public context associated with Libratus.",
                "evidence_level": "documentary"
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        ],
        "sources": [
            {
                "label": "Canonical official source",
                "url": "https://www.csd.cmu.edu/news/poker-play-begins-in-brains-vs-ai-upping-the-ante",
                "source_type": "Official Source",
                "verification_status": "verified",
                "authority": "OFFICIAL",
                "role": "primary",
                "update_enabled": true,
                "authority_basis": "curated-corpus-refresh-2026-09-08"
            },
            {
                "label": "Libratus official/reference source",
                "url": "https://en.wikipedia.org/wiki/Libratus",
                "source_type": "Reference Source",
                "verification_status": "verified",
                "authority": "SECONDARY",
                "role": "reference",
                "update_enabled": false,
                "authority_basis": "curated-corpus-refresh-2026-09-08"
            }
        ],
        "canonical": [],
        "imageMeta": []
    }
}
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