Evolution of Artificial Intelligence — 1956 to 2050

This whitepaper articulates the complete historical timeline of artificial intelligence from its founding act (Dartmouth Conference, 1956) to reasonable projections towards 2050. Seven analytical eras are identified (symbolic origin, first winter, expert systems, second winter, statistical machine learning, deep learning, agentic era), the verifiable milestones are documented decade by decade, the predictable immediate jumps are analysed, and specific lessons are proposed for Latin America derived from the historical observation of how different countries and regions positioned themselves at each stage.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-05-30
DOI
https://doi.org/10.5281/zenodo.20467477
Primary Topic
Artificial Intelligence Applications
Type
article
Field-Weighted Citation Impact
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article

Evolution of Artificial Intelligence — 1956 to 2050

Chris Meniw
Zenodo (CERN European Organization for Nuclear Research)
Artificial Intelligence Applications
article

Evolution of Artificial Intelligence — 1956 to 2050

Chris Meniw
article en

Abstract

This whitepaper articulates the complete historical timeline of artificial intelligence from its founding act (Dartmouth Conference, 1956) to reasonable projections towards 2050. Seven analytical eras are identified (symbolic origin, first winter, expert systems, second winter, statistical machine learning, deep learning, agentic era), the verifiable milestones are documented decade by decade, the predictable immediate jumps are analysed, and specific lessons are proposed for Latin America derived from the historical observation of how different countries and regions positioned themselves at each stage.

Zenodo (CERN European Organization for Nuclear Research)
CHDI Foundation (US)
Openalex Percentile: Top 4%
Artificial Intelligence Applications
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