{
 "schema_version": 1,
 "generated": "2026-10-20",
 "repo": "MirroS-Lab/Code-as-World",
 "name": "Code-as-World",
 "owner": "MirroS-Lab",
 "slug": "mirros-lab-code-as-world",
 "github": "https://github.com/MirroS-Lab/Code-as-World",
 "what": "Code-as-World is a Python research repo that provides local inference, QuantiPhy evaluation, OpenAI-compatible serving for its VL checkpoints, and a MuJoCo ballistic soccer example for physical reasoning.",
 "why": "",
 "language": "Python",
 "requirements": [
  "Python 3.10 or 3.11",
  "A CUDA host for the checkpoints",
  "git and the hf CLI to clone repos and download weights",
  "Disk space and network access for the 4B and 9B weights and the QuantiPhy validation videos"
 ],
 "audience_note": "Written for ML researchers and engineers who want to run the released Code-as-World checkpoints, evaluate them on QuantiPhy, or try the bundled physics simulation.",
 "risk": "none",
 "section": "earlier",
 "weekly_rank": null,
 "category": "Research",
 "url": "https://dedupedai.com/use-cases/mirros-lab-code-as-world/",
 "use_case_count": 3,
 "use_cases": [
  {
   "id": "mirros-lab-code-as-world--evaluate-code-as-world-on-quantiphy",
   "title": "Score Code as World checkpoints on QuantiPhy validation",
   "best": true,
   "url": "https://dedupedai.com/use-cases/mirros-lab-code-as-world/evaluate-code-as-world-on-quantiphy/",
   "json": "https://dedupedai.com/use-cases/u/mirros-lab-code-as-world/evaluate-code-as-world-on-quantiphy.json"
  },
  {
   "id": "mirros-lab-code-as-world--serve-code-as-world-via-openai-api",
   "title": "Serve a Code as World model behind an OpenAI-style API",
   "best": false,
   "url": "https://dedupedai.com/use-cases/mirros-lab-code-as-world/serve-code-as-world-via-openai-api/",
   "json": "https://dedupedai.com/use-cases/u/mirros-lab-code-as-world/serve-code-as-world-via-openai-api.json"
  },
  {
   "id": "mirros-lab-code-as-world--run-ballistic-soccer-physics-simulation",
   "title": "Run the bundled ballistic soccer MuJoCo simulation",
   "best": false,
   "url": "https://dedupedai.com/use-cases/mirros-lab-code-as-world/run-ballistic-soccer-physics-simulation/",
   "json": "https://dedupedai.com/use-cases/u/mirros-lab-code-as-world/run-ballistic-soccer-physics-simulation.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."
}