Data Quality by Design
Data quality is not a downstream fix.
It is a structural property of the system.
Only when data management decisions converge into a Golden Record does quality become measurable, explainable, and governable over time.
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Master Data Management and Golden Records
Master Data Management is not about consolidating records or choosing a system of record.
It is about defining how truth is constructed when systems disagree.This monograph presents a production-grade MDM pattern based on attribute-centric Golden Records, explicit governance, and temporal versioning. From ingestion to conflict resolution, it shows how truth is composed, explained, and preserved over time in real enterprise architectures.
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ai.mongodb.com: AI, this time, is not an add-on. It’s a place.
ai.mongodb.com is more than a URL. It marks the moment when AI stops orbiting the database and becomes a first-class place inside the MongoDB platform
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Arcana: Grounded AI for Real-World Systems
Arcana is a grounded AI knowledge engine built on real-world data architectures, designed to support reliable, explainable, and sustainable AI systems.
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