Andrej Karpathy argues that AI now generates output faster than humans can comprehend, proposing four formats — simplified technical English, diagrams, interactive web pages, and explanatory videos — to make AI outputs verifiable, while warning that richer formats make quality control harder.
Archify is an AI agent skill that analyzes code repositories to produce validated, interactive architecture diagrams in five types — Architecture, Workflow, Sequence, Data Flow, and Lifecycle — with a rigorous JSON Schema and layout validation pipeline, an interactive HTML viewer supporting search, path tracing, role comparison, and Architecture Delta for PR diffing, all delivered as a single shareable HTML file.
The article explains the history and recent proof of the three‑dimensional Kakeya conjecture, describes how the author used Codex to create an interactive Three.js experiment that visualizes the conjecture, and outlines a reusable workflow for turning complex scientific ideas into accessible web demos.
This article details the redesign of a code coverage platform, introducing a Kafka‑centric real‑time data stream, language‑agnostic contracts, non‑intrusive agents for Java and PHP, fine‑grained multi‑dimensional analysis, and interactive visualizations that dramatically improve testing efficiency and coverage accuracy.
