{
 "schema_version": 1,
 "generated": "2026-10-26",
 "repo": "Plab-Lead/CLSR_MDia",
 "name": "CLSR_MDia",
 "owner": "Plab-Lead",
 "slug": "plab-lead-clsr-mdia",
 "github": "https://github.com/Plab-Lead/CLSR_MDia",
 "what": "MDia is a Python research framework for creating, evolving, profiling, and routing reusable machine reasoning dialects between language models.",
 "why": "106 stars, launched 16 days ago, picked up by one AI source we track",
 "language": "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)"
 ],
 "audience_note": "Researchers and engineers who study or build multi-model LLM systems and want to test compact machine-to-machine reasoning protocols under token and accuracy budgets.",
 "risk": "none",
 "section": "earlier",
 "weekly_rank": null,
 "category": "Research",
 "url": "https://dedupedai.com/use-cases/plab-lead-clsr-mdia/",
 "use_case_count": 3,
 "use_cases": [
  {
   "id": "plab-lead-clsr-mdia--run-offline-dialect-pipeline",
   "title": "Run the offline MDia lifecycle on fixtures",
   "best": true,
   "url": "https://dedupedai.com/use-cases/plab-lead-clsr-mdia/run-offline-dialect-pipeline/",
   "json": "https://dedupedai.com/use-cases/u/plab-lead-clsr-mdia/run-offline-dialect-pipeline.json"
  },
  {
   "id": "plab-lead-clsr-mdia--reproduce-mdia-benchmark-tables",
   "title": "Reproduce the released MDia benchmark tables offline",
   "best": false,
   "url": "https://dedupedai.com/use-cases/plab-lead-clsr-mdia/reproduce-mdia-benchmark-tables/",
   "json": "https://dedupedai.com/use-cases/u/plab-lead-clsr-mdia/reproduce-mdia-benchmark-tables.json"
  },
  {
   "id": "plab-lead-clsr-mdia--build-custom-dialect-routing-study",
   "title": "Build a dialect routing study on your own task",
   "best": false,
   "url": "https://dedupedai.com/use-cases/plab-lead-clsr-mdia/build-custom-dialect-routing-study/",
   "json": "https://dedupedai.com/use-cases/u/plab-lead-clsr-mdia/build-custom-dialect-routing-study.json"
  }
 ],
 "disclaimer": "Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk."
}