{
 "schema_version": 1,
 "generated": "2026-10-20",
 "repo": "InferMatrixLab/vllm-rlt",
 "name": "vllm-rlt",
 "owner": "InferMatrixLab",
 "slug": "infermatrixlab-vllm-rlt",
 "github": "https://github.com/InferMatrixLab/vllm-rlt",
 "what": "vllm-rlt is a standalone inference and serving engine for recurrent language models such as Ouro-1.4B, Nanbeige4.2-3B, and Huginn-0125.",
 "why": "",
 "language": "Python",
 "requirements": [
  "Linux machine with an NVIDIA GPU and a CUDA-enabled PyTorch installation compatible with the hardware",
  "Python 3.10 or newer and PyTorch 2.5 or newer",
  "uv installed to run the install command from the repository root",
  "Access to download the chosen checkpoint, such as ByteDance/Ouro-1.4B"
 ],
 "audience_note": "Built for ML engineers and infrastructure teams who run recurrent or looped language models on NVIDIA GPUs and want batching, serving, and benchmarking.",
 "risk": "none",
 "section": "earlier",
 "weekly_rank": null,
 "category": "Software and DevOps",
 "url": "https://dedupedai.com/use-cases/infermatrixlab-vllm-rlt/",
 "use_case_count": 4,
 "use_cases": [
  {
   "id": "infermatrixlab-vllm-rlt--serve-looped-model-openai-endpoint",
   "title": "Serve a looped model behind an OpenAI-style endpoint",
   "best": true,
   "url": "https://dedupedai.com/use-cases/infermatrixlab-vllm-rlt/serve-looped-model-openai-endpoint/",
   "json": "https://dedupedai.com/use-cases/u/infermatrixlab-vllm-rlt/serve-looped-model-openai-endpoint.json"
  },
  {
   "id": "infermatrixlab-vllm-rlt--compare-fixed-depth-vs-early-exit",
   "title": "Compare fixed-depth and early-exit decoding on Ouro",
   "best": false,
   "url": "https://dedupedai.com/use-cases/infermatrixlab-vllm-rlt/compare-fixed-depth-vs-early-exit/",
   "json": "https://dedupedai.com/use-cases/u/infermatrixlab-vllm-rlt/compare-fixed-depth-vs-early-exit.json"
  },
  {
   "id": "infermatrixlab-vllm-rlt--run-offline-batch-generation",
   "title": "Generate text for a prompt list offline in Python",
   "best": false,
   "url": "https://dedupedai.com/use-cases/infermatrixlab-vllm-rlt/run-offline-batch-generation/",
   "json": "https://dedupedai.com/use-cases/u/infermatrixlab-vllm-rlt/run-offline-batch-generation.json"
  },
  {
   "id": "infermatrixlab-vllm-rlt--benchmark-serving-on-own-gpus",
   "title": "Benchmark depth-aware serving on your own GPUs",
   "best": false,
   "url": "https://dedupedai.com/use-cases/infermatrixlab-vllm-rlt/benchmark-serving-on-own-gpus/",
   "json": "https://dedupedai.com/use-cases/u/infermatrixlab-vllm-rlt/benchmark-serving-on-own-gpus.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."
}