{
 "schema_version": 1,
 "generated": "2026-10-20",
 "id": "walidboulanouar-awesome-jev-use-cases--triage-inbox-with-jev-classifier",
 "repo": "walidboulanouar/awesome-jev-use-cases",
 "repo_url": "https://github.com/walidboulanouar/awesome-jev-use-cases",
 "repo_slug": "walidboulanouar-awesome-jev-use-cases",
 "title": "Triage a large inbox with Jev for a few cents",
 "page_title": "How to triage a large inbox with Jev for a few cents with Awesome Jev Use Cases",
 "summary": "Copy the email triage pattern from a listed demo and test it on your own messages.",
 "who": "A founder or ops person with a backlog of hundreds of emails who needs each one sorted by a typed decision.",
 "problem": "Reading and sorting every email by hand is slow, and an LLM may be more than the job needs.",
 "outcome": "A short script or call that returns a typed label and confidence for each email, with a measured cost per batch.",
 "steps": [
  "Open the Triage and routing section and read the entry titled 500 emails for 3.5 cents.",
  "Read Limits of Jev 1.13 and check that your sorting task does not depend on math, counting or dates.",
  "Read Reported cost and latency and estimate the input token count for your batch.",
  "Send a POST to https://api.typesafe.ai/v1/systemone with your bearer key, following the curl example in docs/api-quickstart.md.",
  "Run the call on 20 sample emails and compare the labels with your own judgment before running the full batch."
 ],
 "agent_prompt": "Using the repo walidboulanouar/awesome-jev-use-cases, read the Triage and routing section and the Jev API quickstart, then build a small script that sends each email in <inbox-file> to the Jev API and returns a label and confidence per email. Verify the output on 20 emails by checking that every line has a label and a confidence value.",
 "agents": [
  "any"
 ],
 "difficulty": "Intermediate",
 "time": "60 minutes",
 "basis": "readme",
 "caveat": "The 3.5 cents figure comes from the demo author's post and is not checked by this list, so measure your own cost.",
 "category": "Research",
 "tags": [
  "Research"
 ],
 "lang": "",
 "requirements": [
  "A TypeSafe Jev API bearer key",
  "Network access to https://api.typesafe.ai/v1/systemone",
  "A copy of this repo or its docs folder, including docs/api-quickstart.md"
 ],
 "risk": "none",
 "seen_in_the_wild": false,
 "mentioned_publicly": false,
 "risks": [],
 "best": true,
 "score": 1.0,
 "evidence": [],
 "url": "https://dedupedai.com/use-cases/walidboulanouar-awesome-jev-use-cases/triage-inbox-with-jev-classifier/",
 "md": "https://dedupedai.com/use-cases/walidboulanouar-awesome-jev-use-cases/triage-inbox-with-jev-classifier/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/walidboulanouar-awesome-jev-use-cases--triage-inbox-with-jev-classifier.json",
 "api_version": "v1"
}
