How can I use AI agents to run ML experiments autonomously?

Set up a fixed-budget experiment loop: the human writes a strategy document (a Markdown file), the AI agent iterates on training code. Each experiment runs for exactly 5 minutes on a fixed metric, so every change is fairly compared. The agent commits improvements to a git branch and discards failures. 100+ experiments can run overnight without human involvement.