{
 "schema_version": 1,
 "generated": "2026-10-26",
 "id": "plab-lead-clsr-mdia--build-custom-dialect-routing-study",
 "repo": "Plab-Lead/CLSR_MDia",
 "repo_url": "https://github.com/Plab-Lead/CLSR_MDia",
 "repo_slug": "plab-lead-clsr-mdia",
 "title": "Build a dialect routing study on your own task",
 "page_title": "How to build a dialect routing study on your own task with CLSR MDia",
 "summary": "Adapt the MDia lifecycle to your own dataset and model providers to test budgeted dialect routing.",
 "who": "An ML engineer or researcher with a task and access to several LLMs who wants to know whether compact reasoning dialects can cut tokens without losing accuracy.",
 "problem": "Shorter reasoning traces can drop state a listener needs, so savings must be checked per speaker, listener, and task.",
 "outcome": "A profiled dialect bank and budgeted route plans for your task, with accuracy, token, and parse-risk results recorded per run.",
 "steps": [
  "Clone the repository and complete the toy pipeline setup with `python -m pip install -e .`.",
  "Read the extension interfaces in docs/extending.md and write dataset and provider adapters for your task and models.",
  "Copy configs/toy_mdia.yaml to a new config file and point it at your adapters and held-out splits. (inferred, check the README)",
  "`mdia collect --config <your-config.yaml>` (inferred, check the README)",
  "`mdia create --config <your-config.yaml>` (inferred, check the README)",
  "`mdia evolve --config <your-config.yaml>` (inferred, check the README)",
  "`mdia profile --config <your-config.yaml>` (inferred, check the README)"
 ],
 "agent_prompt": "Using the CLSR_MDia repository, read docs/extending.md and implement a dataset and provider adapter for <target task and model>. Run the mdia collect, create, evolve, and profile stages with a new config file, then report the transfer profiles and confirm the frozen dialect bank was written before any held-out execution.",
 "agents": [
  "any"
 ],
 "difficulty": "Advanced",
 "time": "2 hours",
 "basis": "readme",
 "caveat": "The README says the frozen dialects and route policies should be selected from validation evidence before held-out execution, so the study must keep splits separate or the results will not be valid.",
 "category": "Research",
 "tags": [
  "Research"
 ],
 "lang": "python",
 "requirements": [
  "Python 3.10+ for the offline toy pipeline, or Python 3.11+ for the release reproduction",
  "A terminal and git for cloning the repository",
  "No API keys are needed for the toy pipeline or the offline release reproduction",
  "For new model inference, benchmark inputs from their original sources and provider access (see docs/extending.md)"
 ],
 "risk": "none",
 "seen_in_the_wild": false,
 "mentioned_publicly": false,
 "risks": [],
 "best": false,
 "score": 0.8,
 "evidence": [],
 "url": "https://dedupedai.com/use-cases/plab-lead-clsr-mdia/build-custom-dialect-routing-study/",
 "md": "https://dedupedai.com/use-cases/plab-lead-clsr-mdia/build-custom-dialect-routing-study/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/plab-lead-clsr-mdia--build-custom-dialect-routing-study.json",
 "api_version": "v1"
}