The Sparse Giant: How Kimi K3 Runs Like a Model Ten Times Smaller Than It Is

There is a lovely moment in Arthur C. Clarke’s fiction where a machine does something so far beyond expectation that the humans watching it stop asking how fast and start asking how. I had that moment in July 2026 when Moonshot AI shipped Kimi K3: a 2.8-trillion-parameter open-weight model, the largest ever released to the …

Read more

Why “Act As An Expert” Prompts Make AI Dumber | 2026 Guide

In 1974, the legendary physicist Richard Feynman stood before the graduating class at Caltech and told them a story about the South Sea islanders. During World War II, these islanders had watched magnificent flying machines descend from the sky, bringing with them endless supplies of cargo. When the war ended and the planes stopped coming, …

Read more

Nested Learning: Waking Up the Static Giants of AI

Imagine you are the most intelligent person in the world. You have read every book, seen every movie, and studied every equation up until the year 2023. But today, you wake up with a strange condition: anterograde amnesia. You can hold a conversation, you can reason brilliantly using your vast library of knowledge, but you …

Read more

Categorical Cross-Entropy: The Ultimate Guide for Deep Learning

The Art of Choosing One From Many: Categorical Cross-Entropy and the AI’s Grand Decision Imagine you’re a librarian training a new assistant. This isn’t just any library; it has 50,000 different sections. You hand the assistant a book and ask, “Where does this go?” The assistant, being new, doesn’t just point to one section. Instead, …

Read more