Receipt

    Filed August 6, 2026

    Story still evolving.

    The short version

    Ari Paparo predicted on January 1, 2024: “Stage 1: ‘Allow users to interact with a system using AI.’ Stage 2: ‘Allow two systems to interact using AI on behalf of the same customer.’ Stage 3: ‘Allow two systems to interact using AI on behalf of different customers.’ Stage 4: ‘Eliminate an entire workflow or component using AI.’” Verdict: Still evolving.…

    Prediction by

    Ari Paparo

    On January 1, 2024

    Stage 1: ‘Allow users to interact with a system using AI.’ Stage 2: ‘Allow two systems to interact using AI on behalf of the same customer.’ Stage 3: ‘Allow two systems to interact using AI on behalf of different customers.’ Stage 4: ‘Eliminate an entire workflow or component using AI.’

    Follow-up

    Stage 1 is fully realized; Stage 2 is emerging; Stage 3 is in pilot/early experimentation; Stage 4 remains mostly theoretical.

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    From the High Caliber AI network — see the AI for PR module in the course.