{
  "id": 18553149,
  "title": "My local LLM turns my voice notes into to-do items automatically, and nothing falls through the cracks",
  "url": "https://urgent.news/2026/11/06/my-local-llm-turns-my-voice-notes-into-to-do-items-automatically-and",
  "topic": "ai",
  "section": "AI",
  "published": "2026-11-06T19:00:21.000Z",
  "source": {
    "name": "XDA Developers",
    "slug": "xda-developers",
    "url": "https://www.xda-developers.com/my-local-llm-turns-my-voice-notes-into-to-do-items-automatically/"
  },
  "original_language": "en",
  "account": "My local Large Language Model (LLM) effortlessly converts my voice notes into to-do items, ensuring nothing slips through the cracks. Tired of scattered windows, apps, and unfinished tasks, I created a local voice-to-task system that listens, understands, and organizes my thoughts into useful tasks. Whisper transcribes my voice notes locally, and Qwen interprets the transcript, transforming it into structured tasks. The LLM focuses solely on extracting tasks and timing, while the actual date calculation is handled by code. The to-do items are displayed in a GUI on my desktop, allowing me to drag and drop them as needed. The entire process is contained on my local machine, with no reliance on cloud APIs or subscriptions. While not perfect, the system is simple, efficient, and keeps my thoughts safely on my own device.",
  "summary": "No more losing my half-formed ideas",
  "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."
}