{
  "id": 19186939,
  "title": "I gave a coding agent the Python scripts I wrote at university, and watching it fix them taught me more than the course did",
  "url": "https://urgent.news/2026/11/09/i-gave-a-coding-agent-the-python-scripts-i-wrote-at-university-and",
  "topic": "tech",
  "section": "Tech",
  "published": "2026-11-09T17:30:22.000Z",
  "source": {
    "name": "XDA Developers",
    "slug": "xda-developers",
    "url": "https://www.xda-developers.com/coding-agent-python-scripts-university-watching-fix-taught-more-course/"
  },
  "original_language": "en",
  "account": null,
  "summary": "In a recent experiment, a university graduate shared some of the Python projects they completed during their computer science studies with an AI coding agent. These programs included a binary search algorithm, a stack-based expression converter, and a Newton-Raphson method implementation. The graduate found that watching the AI agent analyze and improve these scripts provided them with insights they had never considered while initially writing the code. By examining the agent's explanations and suggested changes, the graduate discovered new approaches and optimizations that they had overlooked, ultimately gaining a deeper understanding of the underlying concepts and techniques.",
  "key_points": [],
  "editors_take": null,
  "illustration": null,
  "coverage": {
    "outlets": 1,
    "also_reported_by": []
  },
  "ai_generated": true,
  "disclaimer": "Summaries, key points and the editor’s take are written by software from other outlets’ reporting and may contain errors — always check the linked original."
}