AirLLM vs Proliferate

A side-by-side comparison of features, pricing, and characteristics.

AirLLM

Open-source Python library that runs very large language models on low-memory GPUs by streaming model layers one at a time.

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Proliferate

Keystone is an autonomous engineering platform that provides a unified workspace for coding agents, engineers, and operators.

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AttributeAirLLMProliferate
Pricing typeFreeFree + paid
Korean supportNoNo
PlatformsLinux, macOS, CUDA-enabled NVIDIA GPUs, Apple SiliconWeb
Open sourceYesYes
API available--
SDK--
LLM-based--
Multimodal--
AI modelLlama, Qwen, DeepSeek, Mistral, Mixtral, Phi, Gemma-
GitHub Stars33.8K130
VendorAnima AI LLCProliferate (fka Keystone)
CategoryDeveloper ToolsDeveloper Tools
DetailsView View

AirLLM key features

  • Reducing GPU memory usage through layer-wise model streaming
  • Supporting inference of 70B-class models on a single 4GB GPU
  • AutoModel interface based on Hugging Face model IDs
  • 4-bit and 8-bit block-wise model compression
  • Supporting CPU inference and Apple Silicon macOS
  • Supporting various model families including Llama, Qwen, DeepSeek, and Mistral

Proliferate key features

  • Cloud sandboxes mirroring production infrastructure
  • Automatic event response from integrated tools
  • End-to-end autonomous workflow execution