AGILLM4.1 Public Join Coordinator Coordinator URL: https://join.doxx.lat No join code is currently required. Linux/macOS: git clone https://github.com/Marxist-Leninist/AGILLM4.1.git cd AGILLM4.1 python -m venv .venv . .venv/bin/activate python -m pip install --upgrade pip torch python public_join/agillm41_join_worker.py --coordinator-url https://join.doxx.lat --device cpu --threads 2 --loop Windows PowerShell: git clone https://github.com/Marxist-Leninist/AGILLM4.1.git cd AGILLM4.1 py -m venv .venv .\.venv\Scripts\Activate.ps1 python -m pip install --upgrade pip torch .\public_join\join_scotts_network.example.ps1 -CoordinatorUrl https://join.doxx.lat -Device cpu -Threads 2 GPU helpers can use --device cuda when CUDA PyTorch is installed. Results upload to quarantine and must be validated before affecting a live checkpoint. Health: https://join.doxx.lat/health