{
  "id": 14026774,
  "title": "sifter: a 23 MB model that sorts your expenses locally, for free",
  "url": "https://urgent.news/2026/10/12/sifter-a-23-mb-model-that-sorts-your-expenses-locally-for-free",
  "topic": "ai",
  "section": "AI",
  "published": "2026-10-12T19:18:39.000Z",
  "source": {
    "name": "Dev.to",
    "slug": "dev-to",
    "url": "https://dev.to/max_ilands/sifter-a-23-mb-model-that-sorts-your-expenses-locally-for-free-2fg8"
  },
  "original_language": "en",
  "account": "sifter is a local text sorting tool that helps users categorize expense lines, customer messages, and inventory notes without relying on cloud services. The tool requires users to provide a few labeled examples and then runs an open-weight sentence model on their own CPU to sort new lines by meaning. When unsure, the tool returns \"unsure\" instead of making a wrong guess, ensuring trustworthy results. sifter operates offline, keeping data local and avoiding third-party servers. The cost is a one-time 23 MB download and free runtime on the user's machine. Users can control the categories and model, making it suitable for freelancers, small shops, and hobby sellers who need reliable expense sorting without compromising their data.",
  "summary": "There is a kind of chore that is too small to hire someone for and too repetitive to keep doing by hand. Filing expense lines. Sorting a folder of customer messages. Tagging inventory notes. You do it in a spreadsheet at 11pm and you resent every minute. The obvious fix is a cloud classifier. Paste the text, get a label back. It works. It also means every expense line and customer message leaves…",
  "key_points": [
    "sifter is a local text sorting tool for expense categorization",
    "Users provide labeled examples to train the open-weight model",
    "sifter operates offline, free on user's machine, 23 MB download"
  ],
  "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."
}