Perturb

Initialize a new policy from the miner template

uv run kinitro miner init ./my-policy

Test your policy server locally before deployment

cd my-policy && uvicorn server:app --host 0.0.0.0 --port 8001

Upload your trained model weights to HuggingFace

huggingface-cli login && huggingface-cli upload your-username/kinitro-policy .

Deploy your policy to Basilica serverless infrastructure (required for mainnet)

export BASILICA_API_TOKEN='your-token' && uv run kinitro miner push --repo your-username/kinitro-policy --revision YOUR_HF_SHA --gpu-count 1 --min-vram 16

Register your policy endpoint on-chain so validators can discover and evaluate you

uv run kinitro miner commit --repo your-username/kinitro-policy --revision YOUR_HF_SHA --deployment-id YOUR_BASILICA_ID --netuid YOUR_NETUID --network finney --wallet-name your-wallet --hotkey-name your-hotkey

Install the kinitro package and dependencies

git clone https://github.com/threetau/kinitro.git && cd kinitro && uv sync

Start the validator (polls backend for weights and submits to chain)

uv run kinitro validate --backend-url BACKEND_URL --netuid YOUR_SUBNET_ID --network finney --wallet-name your-validator-wallet --hotkey-name your-hotkey