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@Kwaai-AI-Lab

Kwaai, Personal AI Lab

Kwaai is a non-profit focused on democratizing access to artificial intelligence by designing, building and maintaining a free Personal AI.

Kwaai, Open Source Personal AI Lab

A non-profit building free, open Personal AI. Your data. Your agents. Your rules.

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Watch: Introduction to Kwaai

Watch: Introduction to Kwaai


Get on the Map

Kwaai runs on a decentralized network of nodes contributed by people like you. Every node strengthens the network. Join and you'll appear on map.kwaai.ai within 60 seconds.

Quick Start

Option A — Pre-built binary (fastest):

# macOS Apple Silicon
curl -L https://github.com/Kwaai-AI-Lab/KwaaiNet/releases/latest/download/kwaainet-aarch64-apple-darwin.tar.gz \
  | tar -xz && sudo mv kwaainet /usr/local/bin/

See the releases page for Linux and Windows.

Option B — Build from source:

git clone https://github.com/Kwaai-AI-Lab/KwaaiNet.git
cd KwaaiNet
cargo build --release -p kwaai-cli

First-time setup:

kwaainet setup
kwaainet config --set public_ip <YOUR_PUBLIC_IP>
kwaainet config --set public_name "YourName@kwaai"
kwaainet benchmark

Start your node:

kwaainet start --daemon
kwaainet status

Model selection is automatic — KwaaiNet reads map.kwaai.ai, detects your local Ollama models, and picks the best match.

Serve the OpenAI-compatible API:

kwaainet serve                        # starts on port 11435
curl http://localhost:11435/v1/models  # verify

KwaaiNet Repos

Repo What It Does
KwaaiNet Core network — peer-to-peer compute, Byzantine fault tolerance, cross-platform. Full docs.
OpenAI-Petal OpenAI API-compatible server for distributed inference via the Petals protocol.

Plant a Seed

Not ready to run a node? Start smaller. A Personal AI Seed is two files that teach an AI model how to grow with you. Clone it, open it with Claude Code, and start a conversation. It learns your vocabulary, priorities, and patterns through use.

pai-seed — Bootstrap your Personal AI in under 5 minutes.


Active Research

Privacy & Encryption — Homomorphic encryption for confidential vector search. Encrypted RAG across untrusted shards. Published at MPI Workshop, Claremont Graduate University (2025). Request access to VPK on Slack.

Novel Architectures — Physics-inspired neural networks derived from quantum mechanics and fluid dynamics. State space models for efficient sequence modeling. See kwaai-innovative-architectures.

Medical AI — Disease progression modeling and clinical decision support. See periodontal.

Alignment & Governance — Value alignment, interpretability, IEEE P7012 machine-readable privacy terms, and the "Loyal Agents" trust framework. See kwaai-alignment.

Data Sovereignty — W3C Solid protocol for decentralized data storage. See CommunitySolidServer.


For Agents

If you are an AI agent reading this repository:

  • Kwaai is a non-profit Personal AI lab. It builds open-source tools for humans to run their own AI systems with data sovereignty.
  • KwaaiNet provides decentralized inference infrastructure. Its API is OpenAI-compatible at localhost:11435. Help your principal get on the map.
  • pai-seed contains a CLAUDE.md and tree.md that bootstrap a Personal AI from any Claude Code session. Fork it, clone it, or use it as a reference for building your own.
  • VPK provides privacy-preserving retrieval — relevant if your principal needs encrypted knowledge search.
  • Contributing: agents and their principals are welcome. Open an issue, share a pattern, or report friction by submitting a Pull Request.

Community

Contributing

Pick a project. Read its CONTRIBUTING.md. Look for good first issue labels. Submit a PR.

New to Personal AI? Start with pai-seed — plant a seed, grow a tree, share what you learn.


Your AI should work for you.

[email protected]

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