519 deep-dives · 33 topics · always growing

Penluma

Deep, worked-through writing on systems, AI, money, and thinking clearly.

Pen + lumen — the light of the pen. Each topic goes from plain-language intuition, to precise mechanics, to the failure modes that show up in the real world.

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Essays

Welcome to Penluma

Penluma comes from pen + lumen — the light of the pen. Writing is how unspoken thoughts come into view: vague intuitions become precise, and precise ideas…

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🎓 AI Learning Platform

The Real Challenge: Why AI Tutors Are Not Teachers Yet

If you have ever asked a modern AI chatbot to "explain how the heart pumps blood" or "quiz me on Spanish verbs," you already know something surprising: it can…

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🎓 AI Learning Platform

What Instructional Design Actually Means

Imagine you hire two people to help your nephew pass a math exam. The first person knows math perfectly.

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🎓 AI Learning Platform

How Humans Learn: A Plain Tour of Memory

Before we can build software that helps a person learn, we have to understand the machine we are trying to help: the human brain.

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🎓 AI Learning Platform

Cognitive Load Theory: Why Too Much at Once Fails

Have you ever sat through a lesson, nodded along the whole time, felt like you understood everything, and then realized an hour later that almost none of it…

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🎓 AI Learning Platform

Knowing vs Understanding vs Remembering a Month Later

Imagine two students. Both finish your AI tutor's full course on, say, fractions. Both clicked through every lesson, both passed every quiz at the end of each…

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🎓 AI Learning Platform

Retrieval Practice: Why Testing Beats Re-reading

Imagine two students preparing for the same exam. Anita reads the chapter four times, highlighter in hand, until every sentence feels familiar.

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🎓 AI Learning Platform

Spaced Repetition: Beating the Forgetting Curve

Here is an uncomfortable truth about being human: most of what you learn today will be gone within a day or two.

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🎓 AI Learning Platform

Interleaving, Dual Coding & Desirable Difficulties

Here is one of the strangest truths in all of learning science: the study methods that feel the best are usually the ones that work the worst, and the methods…

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🎓 AI Learning Platform

Bloom's Taxonomy: The Ladder of Understanding

Imagine two students who both "studied" the water cycle. Ask the first one a question and they can recite "evaporation, condensation, precipitation" perfectly.

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🎓 AI Learning Platform

Mastery Learning and the 2-Sigma Problem

Imagine two students sitting in the same classroom. The teacher explains long division, the class moves on to fractions the next week, and one student quietly…

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🎓 AI Learning Platform

Zone of Proximal Development, Scaffolding & Worked Examples

Imagine you are teaching a child to ride a bike. Some things are already easy for them: sitting on the seat, holding the handlebars.

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The Penluma story

Penluma is pen + lumen — the light of the pen. It started as a personal research habit: going deep on one hard topic at a time and writing until the fog cleared. These are the evergreen results, published so they can help others learning the same things. New topics get added all the time.