MAPZMS field notes
Ideas for building with greater clarity.
Practical perspectives on product decisions, responsible AI, dependable platforms and the work of turning ambition into useful systems.
Building AI systems that earn trust
A practical framework for moving AI experiments into dependable business operations.
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Practical data governance that teams will actually use
Turn ownership, definitions, quality, lineage, access and retention into a focused operating system for trusted business data.
Read the perspectiveDesigning digital commerce as one connected journey
A practical guide to connecting customer journeys with product data, pricing, inventory, payment, fulfillment, service and measurable operations.
Read the perspectiveCloud modernization without losing operational control
A practical guide to workload decisions, landing zones, migration waves, rollback, observability and accountable cloud operations.
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