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Cortex

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Real-world Use: Cortex.cpp powers Jan, our on-device ChatGPT-alternative.

Cortex.cpp is in active development. If you have any questions, please reach out to us on GitHub or Discord

Cortex Cover Image

Cortex is a Local AI API Platform that is used to run and customize LLMs.

Key Features:

  • Straightforward CLI (inspired by Ollama)
  • Full C++ implementation, packageable into Desktop and Mobile apps
  • Pull from Huggingface, or Cortex Built-in Model Library
  • Models stored in universal file formats (vs blobs)
  • Swappable Inference Backends (default: llamacpp, future: ONNXRuntime, TensorRT-LLM)
  • Cortex can be deployed as a standalone API server, or integrated into apps like Jan.ai

Cortex's roadmap is to implement the full OpenAI API including Tools, Runs, Multi-modal and Realtime APIs.

Inference Backends​

  • Default: llama.cpp: cross-platform, supports most laptops, desktops and OSes
  • Future: ONNX Runtime: supports Windows Copilot+ PCs & NPUs
  • Future: TensorRT-LLM: supports Nvidia GPUs

If GPU hardware is available, Cortex is GPU accelerated by default.

Models​

Cortex.cpp allows users to pull models from multiple Model Hubs, offering flexibility and extensive model access.

Note: As a very general guide: You should have >8 GB of RAM available to run the 7B models, 16 GB to run the 14B models, and 32 GB to run the 32B models.

Cortex Built-in Models & Quantizations​

Model /Enginellama.cppCommand
phi-3.5✅cortex run phi3.5
llama3.2✅cortex run llama3.2
llama3.1✅cortex run llama3.1
codestral✅cortex run codestral
gemma2✅cortex run gemma2
mistral✅cortex run mistral
ministral✅cortex run ministral
qwen2✅cortex run qwen2.5
openhermes-2.5✅cortex run openhermes-2.5
tinyllama✅cortex run tinyllama

View all Cortex Built-in Models.

Cortex supports multiple quantizations for each model.


❯ cortex-nightly pull llama3.2
Downloaded models:
llama3.2:3b-gguf-q2-k
Available to download:
1. llama3.2:3b-gguf-q3-kl
2. llama3.2:3b-gguf-q3-km
3. llama3.2:3b-gguf-q3-ks
4. llama3.2:3b-gguf-q4-km (default)
5. llama3.2:3b-gguf-q4-ks
6. llama3.2:3b-gguf-q5-km
7. llama3.2:3b-gguf-q5-ks
8. llama3.2:3b-gguf-q6-k
9. llama3.2:3b-gguf-q8-0
Select a model (1-9):