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    Not human-in-the-loop forever

    Human-in-the-loop is the right first move and the wrong permanent architecture. Ubiquity treats human judgment as reusable structure: every approval, refusal, rollback, and outcome becomes evidence the system carries forward. The boundary moves with evidence, not with hope.

    The shape of the change

    HITL is a checkpoint. Compounding is a substrate. The substrate remembers the judgment, the conditions under which it was made, and the outcome that followed. The next session inherits answer instead of re-deriving it.

    Demand ladder

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    This is

    • Human judgment moved to the seams where it is decisive.
    • Compounding — each judgment carried forward so the same decision is not re-asked.
    • An earned trust boundary that contracts when evidence weakens.

    This is not

    • A blanket removal of humans from oversight.
    • An approval queue that grows with agent throughput.
    • A rubber-stamp UI dressed as governance.

    Frequently asked

    Do you remove humans from the loop?
    No. We move humans to the edge of earned trust, where judgment is decisive, and we carry their answer forward so the loop is not paid for twice.

    Canonical references

    Accès aux couches inférieures

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