AirLLM vs stagewise

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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stagewise

Stagewise is an open-source frontend coding agent that runs locally in your browser to edit real codebases.

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AttributeAirLLMstagewise
Pricing typeFreeFree + paid (from $20/mo)
Korean supportNoNo
PlatformsLinux, macOS, CUDA-enabled NVIDIA GPUs, Apple SiliconWeb, Desktop
Open sourceYesYes
API available--
SDK--
LLM-based-Yes
Multimodal-Yes
AI modelLlama, Qwen, DeepSeek, Mistral, Mixtral, Phi, GemmaOpenAI, Anthropic, Google Gemini, DeepSeek, Qwen, MiniMax, Moonshot AI, Z.AI, Xiaomi MiMo, Mistral, xAI, OpenRouter, vLLM, LM Studio, Ollama
GitHub Stars33.8K6.5K
VendorAnima AI LLCStagewise
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

stagewise key features

  • In-browser editing of local codebases
  • Direct element selection and prompt-based changes
  • Multi-framework compatibility (React, Vue, Angular, etc.)
  • Fully local agent architecture
  • Smart design suggestions and UI updates