{
  "id": 17695917,
  "title": "From Bug Report to Production: How I Fix Bugs with AI",
  "url": "https://urgent.news/2026/11/01/from-bug-report-to-production-how-i-fix-bugs-with-ai",
  "topic": "ai",
  "section": "AI",
  "published": "2026-11-01T21:40:15.000Z",
  "source": {
    "name": "HackerNoon",
    "slug": "hackernoon",
    "url": "https://hackernoon.com/from-bug-report-to-production-how-i-fix-bugs-with-ai?source=rss"
  },
  "original_language": "en",
  "account": "Tim is a QA Engineer at inDrive. One day, while updating tests for new endpoints, Tim encountered a strange issue with a service that rejected requests but later claimed the action was completed. The root cause was an idempotency key that remained reserved even after validation failed. Tim developed a fix, went through code review, and shipped the change. After the release, duplicate-key errors on the affected endpoints decreased by around 30%.\n\nIn the past, Tim's bug fixation process typically ended with a detailed report and someone else's fix retesting. However, with the help of AI, Tim can now handle the entire process himself: understanding unfamiliar code, verifying hypotheses against logs, preparing a patch and tests, submitting a review change, and taking it through to release. Nowadays, Tim independently ships an average of three to five small fixes and improvements per week.\n\nThere are three levels of this AI-assisted approach: Level 1, Level 2, and Level 3. Level 1 involves adding the results of an AI investigation to bug reports, which saves developers time by providing a verified starting point. Level 2 focuses on prioritizing bugs using production data, analyzing logs and metrics to determine the severity of the issue. Level 3 would involve more extensive automation and integration of AI in the development process.",
  "summary": "How a QA engineer at inDrive uses AI to investigate bugs, analyze production logs, write fixes, and ship changes to production.",
  "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."
}