The bottleneck for AI-assisted generation of strategies and conjectures is currently reliance on human experts and the test of time for validation; a semi-formal framework would allow some of this assessment to be done semi-automatically if designed carefully to avoid exploits and backdoors that reinforcement learning can easily find.