Historical milestone · 2022

    Constitutional AI

    Reviewed through September 18, 2026

    2022 · Historical milestone

    Constitutional AI

    Era
    2020s
    Theme
    Safety, security & alignment
    Evidence form
    Preprint + model experiments
    School / paradigm
    Rule-guided alignment / AI feedback
    Institution / context
    Anthropic
    Researchers
    Yuntao Bai; collaborators

    Understand

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

    Theory or experimental setup. Used written principles for model self-critique, revision, and reinforcement learning from AI feedback.

    Result / historical claim. Scaled a form of rule-guided supervision while reducing direct harmfulness labels in the reported pipeline.

    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: Safety, security, and alignment.

    Verify

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

    Evidence form. Preprint + model experiments

    Limitation / debate. Outcomes remained sensitive to the constitution, model judgments, evaluation design, and vendor-affiliated evidence.

    Source status. The source link below is the verified link our reviewed topic research already carries for this milestone.

    Reproduce

    A reproduction tutorial is linked only when one exists for this exact record.

    A reproduction tutorial is not yet available for this entry. The closest reviewed material is Safety, security, and alignment.

    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.

    BibTeX: BibTeX requires an author and publication venue. Historical lineage entries store a narrative record and its source link, not structured authorship, so the field would be fabricated.

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