We gave a coding agent a goal and a time budget: build a training environment and teach a vision model to count colored stars. Using autoresearch with NeMo RL

We gave a coding agent a goal and a time budget: build a training environment and teach a vision model to count colored stars. Using autoresearch with NeMo RL, NeMo Gym, and reusable skills, the agent set up, trained and evaluated the model while the researcher steered the work. Qwen3-VL-2B went …