Feb 8 · 20 min read · Part 1: Mathematical Foundation By Sal Attaguile 1. The Substrate Crisis Culture is not a collection of opinions. It is not a marketplace of ideas competing on merit. It is not a moral narrative where “progress” moves in one direction and “decline” ...
Join discussion
Feb 7 · 1 min read · During routine professional activities, most operational errors are expected to occur in complex tasks. However, observation suggests the opposite. A large portion of deviations appears during small mental calculations performed before executing an a...
Join discussion
Jan 5 · 4 min read · Introduction: Recall Is Not Isolated From Situation Memory recall is often treated as a simple act of retrieval. If information was learned, it should be available when needed. When recall fails, it is easy to assume that the memory itself is weak or...
Join discussion
Jan 5 · 5 min read · Introduction: Remembering Is Not Evenly Distributed Most people notice early on that memory does not treat all information the same way. Some ideas remain vivid after a single encounter, while others fade quickly despite repeated exposure. This uneve...
Join discussion
Jan 5 · 4 min read · Learning often begins with a quiet frustration. At the start of a new subject, progress feels slow, uneven, and sometimes discouraging. Concepts seem unclear, effort feels high, and understanding does not arrive as quickly as expected. This experienc...
Join discussion
Jan 5 · 5 min read · Learning often feels successful in the moment. While reading a chapter or listening to a lecture, ideas seem clear and understandable. Yet days or weeks later, much of that information feels distant or difficult to recall. This gap between learning a...
Join discussion
Jan 4 · 4 min read · Learning is often discussed in terms of memory: how much information we can retain, how long it stays, and how accurately it can be recalled. Attention, however, plays a quieter but equally important role. It shapes not only what is remembered, but h...
Join discussion
Dec 23, 2025 · 5 min read · Intelligence has fascinated philosophers, scientists, and engineers for centuries. In the modern digital era, that curiosity has shifted toward measurable, scalable, and data-driven systems capable of assessing cognitive ability across populations. O...
Join discussion
Nov 14, 2025 · 12 min read · I have the logs, the version numbers, the line counts, the dead ends and the breakthroughs. This is what 2 years of self-taught AI engineering actually looks like. A year ago I published an article about a "One Year Syllabus For Learning Software an...
Join discussion
Oct 15, 2025 · 22 min read · Abstract Traditional note-taking methods, while deeply embedded in academic culture, fundamentally conflict with how human cognition processes complex information. This article examines the intersection of Cognitive Load Theory (CLT) and academic lea...
Join discussion