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  • Home
  • About
  • Blog
    • The Pragmatic Programmer Series
    • E-Learning Standards
      • AICC
      • SCORM 1.2
      • SCORM 2004
      • xAPI
      • cmi5
    • AI Agent Engineering for Developers
      • The Agent Loop
      • Memory Management in Agents
      • Multi-Agent Systems

xAPI

The text: Assignable Units, Registration, and the cmi5 Session Lifecycle on a colorful image with a pattern of laptops

Assignable Units, Registration, and the cmi5 Session Lifecycle

cmi5, E-Learning StandardsBy Sami29.10.2026Leave a comment

If your cmi5 package launches but reporting still looks wrong, the problem is often scope confusion. This article explains how Assignable Units, registration, and session lifecycle work together, and why separating them is essential for correct launch behavior, resume logic, completion, and analytics.

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The text: cmi5 Package Structure and Course Structure Basics on a colorful image with a pattern of laptops

cmi5 Package Structure and Course Structure Basics

cmi5, E-Learning StandardsBy Sami22.10.2026Leave a comment

In cmi5, package structure is part of the runtime contract. This article explains how cmi5.xml shapes LMS import, course graphs, AU launch behavior, and completion semantics before any content code runs.

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The text: cmi5 as an xAPI Profile for LMS-Launched Learning on a colorful image with a pattern of laptops

cmi5 as an xAPI Profile for LMS-Launched Learning

cmi5, E-Learning StandardsBy Sami15.10.2026Leave a comment

cmi5 is not just xAPI packaging. It is an xAPI profile that adds rules for LMS launch, registration, session handling, allowed statements, and completion behavior so content and platforms can interoperate predictably.

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The text: Why cmi5 Exists after xAPI on a colorful image with a pattern of laptops

Why cmi5 Exists After xAPI

cmi5, E-Learning StandardsBy Sami08.10.2026Leave a comment

xAPI solved learning event transport, but it did not define a shared LMS launch contract. This article explains why cmi5 exists, what constraints it adds, and why those constraints matter for real interoperability.

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The text: When xAPI Is the Right Choice and When It Is Not on a colorful image with a pattern of laptops

When xAPI Is the Right Choice and When It Is Not

E-Learning Standards, xAPIBy Sami01.10.2026Leave a comment

xAPI is powerful when you need flexible learning telemetry across systems, but it becomes a costly choice when the real requirement is only launch, completion, score, and bookmarking. This article explains the architectural boundary and why cmi5 matters when LMS-launched interoperability enters the picture.

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The text: Building an xAPI Proof of Concept with an LRS Sandbox on a colorful image with a pattern of laptops

Building an xAPI Proof of Concept with an LRS Sandbox

E-Learning Standards, xAPIBy Sami24.09.2026Leave a comment

An xAPI POC that ends at 200 OK proves only transport. This article shows how to use an LRS sandbox to validate statement design, launch architecture, retrieval behavior, reporting usefulness, and where xAPI vs cmi5 becomes the real architectural question.

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The text: Coexisting with SCORM in Real LMS Ecosystems on a colorful image with a pattern of laptops

Coexisting with SCORM in Real LMS Ecosystems

E-Learning Standards, xAPIBy Sami17.09.2026Leave a comment

Most migrations do not fail because xAPI is hard. They fail because the LMS still expects SCORM while the business needs better data now. Here is the coexistence architecture that lets teams modernize analytics without breaking launch.

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The text: What Vendors Mean by 'xAPI Support' and How to Evaluate It on a colorful image with a pattern of laptops

What Vendors Mean by ‘xAPI Support’ and How to Evaluate It

E-Learning Standards, xAPIBy Sami10.09.2026Leave a comment

xAPI support is not one feature. It can mean statement ingestion, launch, package handling, proxy delivery, reporting, or cmi5 workflow. This article shows how to evaluate each capability and ask for proof that matches your delivery model.

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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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The text: Debugging Rejected Statements and Validation Failures on a colorful image with a pattern of laptops

Debugging Rejected Statements and Validation Failures

E-Learning Standards, xAPIBy Sami27.08.2026Leave a comment

“HTTP success does not mean valid xAPI. Learn a layered debugging workflow for rejected statements, cmi5 contract issues, batch failures, and accepted data that still breaks reporting.

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