Imagine buying complex furniture, but the instructions are a chaotic pile of sticky notes. This is often the daily reality for software engineers. Whether you are "vibe coding" a new feature or trying to connect two different web services, you often find yourself digging through messy, undocumented code just to understand how things talk to each other. The OpenAPI Specification (OAS) is the "Universal Instruction Manual" that fixes this. Why This Matters for Modern Engineering I n a world of AI agents like Gemini, ChatGPT, and Claude , having a machine-readable "map" of your code is a superpower. For Humans: It provides a clear map of what a service does and what it needs. For AI Agents: Tools like Cursor or Windsurf can use an OpenAPI spec to understand your project’s "intent" (the vibe) without getting lost in the syntax of your legacy files. For Students: It allows you to take an old Python/Flask project and instantly generate interactiv...
Experiments with various forms of LLMs to improve productivity