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KUJO03 / Structural shift3 / 18

Greater autonomy requires stronger accountability.

The cost of an unverified action grows as agents gain authority.

  1. 01

    Suggest code

    Human selects the change → diff review

  2. 02

    Complete a task

    Agent edits and runs commands → execution records

  3. 03

    Operate a workflow

    Retries and external effects → boundaries, recovery and approval

KUJO / Investor briefingConceptual progression; not a measured adoption curve3

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