{
 "schema_version": 1,
 "generated": "2026-10-20",
 "id": "mizorewww-laya-mlx--route-support-tickets-locally",
 "repo": "mizorewww/laya-mlx",
 "repo_url": "https://github.com/mizorewww/laya-mlx",
 "repo_slug": "mizorewww-laya-mlx",
 "title": "Route support tickets to a team on your Mac",
 "page_title": "How to route support tickets to a team on your Mac with Laya MLX",
 "summary": "Pick the right team for each ticket with a local typed choice decision.",
 "who": "A support engineer on a small team who needs each incoming ticket sent to billing, technical or sales, without a cloud API call.",
 "problem": "Manual triage is slow, and every ticket needs a consistent team choice.",
 "outcome": "Each ticket gets probabilities over the named teams, computed locally, and the top label can drive routing.",
 "steps": [
  "Install the package on an Apple Silicon Mac: `pip install laya-mlx`",
  "In a Python file, import the library and load the checkpoint: `import laya_mlx as laya` then `agent = laya.load(\"aac6fef/laya-mlx\")`",
  "Define a choice question with the criteria billing, technical and sales, as shown in the Quick start.",
  "Call `agent.predict` with the ticket text and the question dictionary.",
  "Read `result[\"answers\"][\"department\"]` and pick the label with the highest probability."
 ],
 "agent_prompt": "In the laya-mlx repo (github.com/mizorewww/laya-mlx), write a Python script that loads aac6fef/laya-mlx and routes the ticket text in <ticket_file> to one of the teams billing, technical or sales using a choice question. Print the answers dictionary. Verify that the printed label is one of the three criteria.",
 "agents": [
  "any"
 ],
 "difficulty": "Intermediate",
 "time": "30 minutes",
 "basis": "readme",
 "caveat": "The published latency figures come from one short question on an M3 Max, so longer tickets or other machines will take different times.",
 "category": "Software and DevOps",
 "tags": [
  "Software and DevOps"
 ],
 "lang": "python",
 "requirements": [
  "An Apple Silicon Mac running macOS 14 or later",
  "Python 3.11 or later",
  "Internet access for the first checkpoint download, after which inference is fully local"
 ],
 "risk": "none",
 "seen_in_the_wild": false,
 "mentioned_publicly": false,
 "risks": [],
 "best": true,
 "score": 1.0,
 "evidence": [],
 "url": "https://dedupedai.com/use-cases/mizorewww-laya-mlx/route-support-tickets-locally/",
 "md": "https://dedupedai.com/use-cases/mizorewww-laya-mlx/route-support-tickets-locally/index.md",
 "disclaimer": "Deduped lists open-source repositories that belong to other people. We do not own, maintain, audit, or vouch for any of them, and a repo appearing here is not an endorsement or a safety check. The use cases, steps, and prompts are written by AI and may be incomplete, outdated, or just wrong. Where a use case is marked \"Seen in the wild\", we link to public posts where someone described something similar, but we have not verified those posts and the use case itself is still our AI's own write-up. Use all of this at your own risk. Only run code, commands, or agents on systems and accounts you are authorized to use, and read the code and every command before you run it, especially anything that touches credentials, files, or the network. Nothing here is professional, security, legal, or financial advice. All trademarks and project names belong to their respective owners, and their use here does not imply affiliation. Content is provided as is, without warranties of any kind. Found a mistake, a safety problem, or something you want removed? Email hello@dedupedai.com and we will look at it promptly.",
 "api": "https://dedupedai.com/api/v1/usecases/mizorewww-laya-mlx--route-support-tickets-locally.json",
 "api_version": "v1"
}