Fresh Thinking

Blog

Original thinking on instructional design, AI learning systems, and design philosophy — published regularly, evolving openly.

Why Most Learning Metrics Are Wrong
Learning Science7 min read

Why Most Learning Metrics Are Wrong

Completion rates, engagement scores, and time-on-page. These are the metrics learning platforms celebrate. But they measure the wrong thing entirely — and worse, they reward the wrong behavior.

ME

Mekalin Editorial

2026-04-28

All Posts

5 posts

Building for Retention, Not Engagement
Learning Science
2026-04-156 min read

Building for Retention, Not Engagement

The most memorable learning experiences are often the least polished. Here is why friction, surprise, and struggle produce deeper retention than sleek UX ever will.

ME
Mekalin Editorial
The Problem with Best Practices
Design Philosophy
2026-03-225 min read

The Problem with Best Practices

Best practices are comfortable. They let us stop thinking. But every organization is a unique system with unique constraints. The real skill is knowing when to break the framework.

ME
Mekalin Editorial
Why AI Needs Instructional Design More Than Instructional Design Needs AI
AI & Design
2026-03-088 min read

Why AI Needs Instructional Design More Than Instructional Design Needs AI

Every AI model trained on educational content inherits the biases of that content. Instructional designers hold the antidote: the ability to see structure beneath the surface.

ME
Mekalin Editorial
Agentic Learning: What Comes After Courses
Agentic AI
2026-02-189 min read

Agentic Learning: What Comes After Courses

The course is a container. It assumes a beginning, middle, and end. But real learning is not contained — it is triggered, reinforced, applied, and revised across contexts.

ME
Mekalin Editorial
How to Design Reflection Prompts That Actually Work
Learning Science
2026-02-015 min read

How to Design Reflection Prompts That Actually Work

Reflection is the bridge between experience and learning. But most reflection prompts are so generic they produce nothing but polite compliance. Here is how to design prompts that trigger real thinking.

ME
Mekalin Editorial

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