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  • Blog
    • The Pragmatic Programmer Series
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      • SCORM 2004
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    • AI Agent Engineering for Developers
      • The Agent Loop
      • Memory Management in Agents

Data Modeling

The text: Reporting Realities: What Teams Wish They Had Modeled Earlier on a colorful image with a pattern of laptops

Reporting Realities: What Teams Wish They Had Modeled Earlier

E-Learning Standards, xAPIBy Sami03.09.2026Leave a comment

Most xAPI reporting problems begin long before the dashboard. They start when teams emit valid statements without defining stable identity, IDs, context, registration, and result semantics that reporting can trust.

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