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David BrewerLifecycle Portfolio

Operating principles

Operating principles

Each principle below is recorded as an approved public claim.

  1. 01

    Instrument before scaling.

  2. 02

    A comparison group is not automatically a control.

  3. 03

    Separate design, configuration, QA, approval, launch, monitoring, and analysis.

  4. 04

    Treat response handling and sales capacity as part of channel architecture.

  5. 05

    Decouple editable content from critical backend logic.

  6. 06

    Preserve provenance and uncertainty.

  7. 07

    Use AI for leverage, with human review and accountable decisions.