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Quickstart

Docker-only execution

All commands run inside Docker containers. Use the provided scripts.

Design2Code via SkyRL (OpenHands)​

Run the command below from the repo root in Docker:

./scripts/run_design2code_skyrl.sh design2code_0000 \
  --episodes 1 \
  --policy openhands

Design2Code via OpenEnv (OpenHands)​

Run the command below from the repo root in Docker:

./scripts/run_design2code_openenv.sh design2code_0000 --use-openhands

Design2Code via Tinker (rollout only)​

Run the command below from the repo root in Docker:

./scripts/run_design2code_tinker.sh --task-dir tasks --limit 3 \
  --policy tinker \
  --model Qwen/Qwen3-4B-Instruct-2507 \
  --episodes 1 \
  --max-tokens 2048 \
  --max-total-tokens 3000000

Outputs are written under /home/ray/app/output/ in the container.

Next Steps​