Delight Your Users: Deliver Value Beyond Requirements
Meeting every requirement means little if the user is still struggling to accomplish what they came to do.
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Assignable Units, Registration, and the cmi5 Session Lifecycle
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.
Supervisor-Worker Agents: A Practical Pattern for Decomposition
Supervisor-worker agents succeed or fail on decomposition. Learn when to create workers, how to structure task packets, why worker context design matters, and how to trace orchestration in production.
Pragmatic Starter Kit: Build Your Foundation
Version control, automated testing, and continuous integration create a reliable software development foundation that makes quality repeatable.
cmi5 Package Structure and Course Structure Basics
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.
Agent Handoffs: How to Pass Work Without Losing Context
Most multi-agent failures happen at transfer boundaries. Learn how to design a compact handoff contract so the next agent gets the right intent, constraints, status, evidence, next action, and stop condition without inheriting noisy transcript history.
Coconuts Don’t Cut It: Understand Before You Adopt
Software engineering best practices only create value when they fit your team’s context, constraints, and actual problems.
cmi5 as an xAPI Profile for LMS-Launched Learning
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.
What Multi-Agent Systems Actually Are
Most so-called multi-agent systems are really workflows. A true multi-agent system starts when agents can delegate or hand off work at runtime based on live task state. Here is the practical mental model developers need.
Pragmatic Teams: Make the Whole Team Better
Great developers improve their own work, but great engineering teams make good software development easier for everyone.