Historical milestone · 1966

    Shakey the Robot project

    Reviewed through September 18, 2026

    1966 · Historical milestone

    Shakey the Robot project

    Era
    1960s
    Theme
    Embodied AI & world models
    Evidence form
    Mobile robot integrated perception, world modeling, planning, and action in a simplified rooms-and-blocks environment
    School / paradigm
    Symbolic robotics
    Institution / context
    SRI Artificial Intelligence Center
    Researchers
    Charles Rosen; Nils Nilsson; Peter Hart; Richard Fikes; team

    School of thought

    Symbolic AI / GOFAI

    Matched on representative researcher.

    Intelligence arises from manipulating explicit symbols according to rules, search, and formal representations.

    Critique. Knowledge acquisition and combinatorial explosion; brittle under ambiguity, perception noise, and open worlds.

    Modern descendants. Tool schemas, planning languages, knowledge graphs, verifiers, program synthesis, and neuro-symbolic systems.

    Statistical and probabilistic AI

    Matched on representative researcher.

    Intelligence is inference and decision under uncertainty using explicit probability, loss, and generalization assumptions.

    Critique. Models and distributions can be misspecified; exact inference and high-dimensional density estimation are hard.

    Modern descendants. Calibration, uncertainty-aware agents, causal graphs, retrieval, and hybrid probabilistic-neural systems.

    Understand

    Plain-language record, transferred from the reviewed source module.

    Theory or experimental setup. First major demonstration of a robot reasoning about actions and executing multi-step plans in the physical world.

    Result / historical claim. Slow computation and a highly engineered environment limited robustness and generality.

    Apply

    Professional implication, only where the reviewed record states one.

    The checked-in record does not state a separate professional application for this entry. The topic page places it in the wider research lineage: .

    Verify

    Evidence status, stated limitations, and the external sources this record actually carries.

    Evidence form. Mobile robot integrated perception, world modeling, planning, and action in a simplified rooms-and-blocks environment

    Limitation / debate. Embodied agents, integrated autonomy stacks, planning with learned perception, and benchmark worlds.

    Source status. This milestone row does not carry a primary-source URL in the approved export, and we do not have a verified link for it in our own research. We do not guess one.

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    Reproduce

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    Cite or share

    APA-like: This historical record carries a year only, and no author or publisher of record in the checked-in data. An APA reference would have to invent that metadata.

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