ME
ENT-00000275 · Historical AI System

MegaHAL

MegaHAL is a historical AI system associated with Jason Hutchens, classified in LXKeys.world as Historical AI System.

Level V PersistentHistorical recordDocumented
Human record

Overview

MegaHAL is a historically significant artificial-intelligence system associated with Jason Hutchens. 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. 1996Initial development or public milestone

    MegaHAL entered the documented public record in 1996. 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 MegaHAL. Entity type: Historical AI System; classification: Historical AI System; creator/organization context: Jason Hutchens. Canonical source anchor: https://en.wikipedia.org/wiki/MegaHAL. 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

MegaHAL

Open in full graph
MegaHAL
Organization ContextOutgoing
Jason Hutchens

Jason Hutchens is the primary organization or public context associated with MegaHAL.

Machine readable layer

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

{
    "@context": [
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        {
            "lxw": "https://lxkeys.world/schema/"
        }
    ],
    "@type": "Thing",
    "identifier": "ENT-00000275",
    "name": "MegaHAL",
    "alternateName": [],
    "additionalType": {
        "category": "AI Systems",
        "type": "Historical AI System",
        "subtype": "",
        "lxkeysEntity": false
    },
    "description": "MegaHAL is a historical AI system associated with Jason Hutchens, classified in LXKeys.world as Historical AI System.",
    "creator": "Jason Hutchens",
    "url": "https://lxkeys.world/entry.php?id=ENT-00000275&lang=en",
    "sameAs": "https://megahal.sourceforge.net/",
    "image": "",
    "lxkeysWorld": {
        "worldId": "ENT-00000275",
        "kind": "AI Systems",
        "type": "Historical AI System",
        "subtype": "",
        "classification": "Historical AI System",
        "organization": "Jason Hutchens",
        "originContext": "Public AI and cultural record",
        "firstPublicAppearance": "1996",
        "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"
        },
        "facts": [],
        "capabilities": [
            "Historical AI milestone documentation",
            "Method or system lineage",
            "Public archival reference",
            "Influence on later AI research or products"
        ],
        "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."
        ],
        "tags": [
            "Historical AI",
            "Research",
            "Historical AI System"
        ],
        "timeline": [
            {
                "date": "1996",
                "title": "Initial development or public milestone",
                "description": "MegaHAL entered the documented public record in 1996. This event is retained at the precision supported by the Entry’s reviewed source history.",
                "source_url": "https://en.wikipedia.org/wiki/MegaHAL",
                "verification_status": "source_backed_curated_baseline"
            }
        ],
        "relationships": [
            {
                "target": "Jason Hutchens",
                "type": "Organization Context",
                "description": "Jason Hutchens is the primary organization or public context associated with MegaHAL.",
                "evidence_level": "documentary"
            }
        ],
        "sources": [
            {
                "label": "Curated primary reference",
                "url": "https://megahal.sourceforge.net/",
                "source_type": "Primary / Archival Source",
                "verification_status": "verified",
                "authority": "TRUSTED_PRIMARY",
                "role": "project_archive",
                "update_enabled": false,
                "authority_basis": "curated-corpus-refresh-2026-09-08"
            },
            {
                "label": "MegaHAL official/reference source",
                "url": "https://en.wikipedia.org/wiki/MegaHAL",
                "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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