Andrej Karpathy, known for proposing the concept of “vibe coding,” has shared a method for building a personal knowledge base using AI. His approach requires no special software or database, relying instead on three folders and a text “schema” file. Users collect materials in a raw folder, have AI rewrite them into wiki files, and store AI-generated answers in outputs. Karpathy recommends monthly checks to catch errors.

A senior developer at a major IT company in Pangyo, Hwang Min-ho (황민호), described a growing way of working in which individuals run teams of AI agents by assigning personas, knowledge and skills and designing workflows. He said development cycles have shortened sharply as tools evolved, and meetings now yield real-time prototypes. He also said harness engineering, introduced by Anthropic, helps automate complex tasks and that managing agents is not the same as coding ability.